{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 背景\n",
    "随着智能电表的兴起以及诸如太阳能电池板之类的发电技术的广泛采用，可以提供大量的用电量数据。\n",
    "\n",
    "该数据表示与电力相关的变量的多元时间序列，进而可以用于建模甚至预测未来的用电量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 家庭用电数据集\n",
    "该家庭用电数据集是一个多元时间序列数据集描述的用电量为一户家庭超过四年。\n",
    "\n",
    "该数据是在2006年12月至2010年11月之间收集的，每分钟收集一次家庭内部功耗的观察值。\n",
    "\n",
    "它是一个由七个变量（日期和时间除外）组成的多变量系列；他们是：\n",
    "\n",
    "- global_active_power：家庭消耗的总有功功率（千瓦）。\n",
    "- global_reactive_power：家庭消耗的总无功功率（千瓦）。\n",
    "- Voltage：平均电压（伏）。\n",
    "- global_intensity：平均电流强度（安培）。\n",
    "- sub_metering_1：厨房的有功电能（瓦特·小时有功电能）。\n",
    "- sub_metering_2：洗衣房的有功电能（瓦特·小时有功电能）。\n",
    "- sub_metering_3：气候控制系统的有功电能（有功电能的瓦时）。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载数据集\n",
    "可以从UCI机器学习存储库以单个20 MB的.zip文件下载数据集：\n",
    "\n",
    "Household_power_consumption.zip\n",
    "\n",
    "下载数据集并将其解压缩到当前工作目录中。现在，您将拥有文件“Household_power_consumption.txt ”，该文件大小约为127 MB，其中包含所有观察结果\n",
    "\n",
    "检查数据文件。\n",
    "\n",
    "以下是原始数据文件中的前五行数据（和标题）。\n",
    "\n",
    "Date;Time;Global_active_power;Global_reactive_power;Voltage;Global_intensity;Sub_metering_1;Sub_metering_2;Sub_metering_3\n",
    "16/12/2006;17:24:00;4.216;0.418;234.840;18.400;0.000;1.000;17.000\n",
    "16/12/2006;17:25:00;5.360;0.436;233.630;23.000;0.000;1.000;16.000\n",
    "16/12/2006;17:26:00;5.374;0.498;233.290;23.000;0.000;2.000;17.000\n",
    "16/12/2006;17:27:00;5.388;0.502;233.740;23.000;0.000;1.000;17.000\n",
    "16/12/2006;17:28:00;3.666;0.528;235.680;15.800;0.000;1.000;17.000\n",
    "\n",
    "我们可以看到数据列之间用分号（' ; '）分隔。\n",
    "\n",
    "据报告该时间段内每天的数据都有一行。\n",
    "\n",
    "数据确实缺少值；例如，在2007年4月28日前后，我们可以看到2-3天的丢失数据值。\n",
    "\n",
    "...   \n",
    "28/4/2007;00:20:00;0.492;0.208;236.240;2.200;0.000;0.000;0.000   \n",
    "28/4/2007;00:21:00;?;?;?;?;?;?;   \n",
    "28/4/2007;00:22:00;?;?;?;?;?;?;   \n",
    "28/4/2007;00:23:00;?;?;?;?;?;?;   \n",
    "28/4/2007;00:24:00;?;?;?;?;?;?;   \n",
    "...   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以通过将数据文件作为Pandas DataFrame加载并总结加载的数据来开始。\n",
    "\n",
    "我们可以使用read_csv（）函数加载数据。\n",
    "\n",
    "使用此函数可以很容易地加载数据，但是正确地加载它有些棘手。\n",
    "\n",
    "具体来说，我们需要做一些自定义的事情：\n",
    "\n",
    "- 将列之间的分隔符指定为分号（sep =';'）   \n",
    "- 指定第0行具有列的名称（header = 0）   \n",
    "- 指定我们有很多RAM，以避免由于'？'而将数据加载为对象数组而不是数字数组的警告。缺失数据的值（low_memory = False）。   \n",
    "- 指定在解析日期时熊猫可以尝试推断日期时间格式，这样更快（infer_datetime_format = True）   \n",
    "- 指定我们希望将日期和时间列一起解析为一个名为“ datetime”的新列（parse_dates = {'datetime'：[0,1]}）   \n",
    "- 指定我们希望新的“ datetime”列成为DataFrame的索引（index_col = ['datetime']）。   \n",
    "\n",
    "综合所有这些，我们现在可以加载数据并总结加载的形状和前几行。   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# inline plot\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2075259, 7)\n",
      "                    Global_active_power Global_reactive_power  Voltage  \\\n",
      "datetime                                                                 \n",
      "2006-12-16 17:24:00               4.216                 0.418  234.840   \n",
      "2006-12-16 17:25:00               5.360                 0.436  233.630   \n",
      "2006-12-16 17:26:00               5.374                 0.498  233.290   \n",
      "2006-12-16 17:27:00               5.388                 0.502  233.740   \n",
      "2006-12-16 17:28:00               3.666                 0.528  235.680   \n",
      "\n",
      "                    Global_intensity Sub_metering_1 Sub_metering_2  \\\n",
      "datetime                                                             \n",
      "2006-12-16 17:24:00           18.400          0.000          1.000   \n",
      "2006-12-16 17:25:00           23.000          0.000          1.000   \n",
      "2006-12-16 17:26:00           23.000          0.000          2.000   \n",
      "2006-12-16 17:27:00           23.000          0.000          1.000   \n",
      "2006-12-16 17:28:00           15.800          0.000          1.000   \n",
      "\n",
      "                     Sub_metering_3  \n",
      "datetime                             \n",
      "2006-12-16 17:24:00            17.0  \n",
      "2006-12-16 17:25:00            16.0  \n",
      "2006-12-16 17:26:00            17.0  \n",
      "2006-12-16 17:27:00            17.0  \n",
      "2006-12-16 17:28:00            17.0  \n"
     ]
    }
   ],
   "source": [
    "# load and clean-up data\n",
    "from numpy import nan\n",
    "from pandas import read_csv ##> https://pandas.pydata.org\n",
    "# load all data\n",
    "dataset = read_csv('../input/household_power_consumption.txt', sep=';', header=0, low_memory=False, infer_datetime_format=True, parse_dates={'datetime':[0,1]}, index_col=['datetime'])\n",
    "# summarize\n",
    "print(dataset.shape)\n",
    "print(dataset.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     Global_active_power  Global_reactive_power  Voltage  \\\n",
      "datetime                                                                   \n",
      "2006-12-16 17:24:00                4.216                  0.418   234.84   \n",
      "2006-12-16 17:25:00                5.360                  0.436   233.63   \n",
      "2006-12-16 17:26:00                5.374                  0.498   233.29   \n",
      "2006-12-16 17:27:00                5.388                  0.502   233.74   \n",
      "2006-12-16 17:28:00                3.666                  0.528   235.68   \n",
      "\n",
      "                     Global_intensity  Sub_metering_1  Sub_metering_2  \\\n",
      "datetime                                                                \n",
      "2006-12-16 17:24:00              18.4             0.0             1.0   \n",
      "2006-12-16 17:25:00              23.0             0.0             1.0   \n",
      "2006-12-16 17:26:00              23.0             0.0             2.0   \n",
      "2006-12-16 17:27:00              23.0             0.0             1.0   \n",
      "2006-12-16 17:28:00              15.8             0.0             1.0   \n",
      "\n",
      "                     Sub_metering_3  sub_metering_4  \n",
      "datetime                                             \n",
      "2006-12-16 17:24:00            17.0       52.266670  \n",
      "2006-12-16 17:25:00            16.0       72.333336  \n",
      "2006-12-16 17:26:00            17.0       70.566666  \n",
      "2006-12-16 17:27:00            17.0       71.800000  \n",
      "2006-12-16 17:28:00            17.0       43.100000  \n"
     ]
    }
   ],
   "source": [
    "# mark all missing values\n",
    "dataset.replace('?', nan, inplace=True)\n",
    "# add a column for for the remainder of sub metering\n",
    "values = dataset.values.astype('float32')\n",
    "dataset['sub_metering_4'] = (values[:,0] * 1000 / 60) - (values[:,4] + values[:,5] + values[:,6])\n",
    "# save updated dataset\n",
    "dataset.to_csv('household_power_consumption.csv')\n",
    "# load the new dataset and summarize\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "print(dataset.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据特征的观察"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# line plots\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot\n",
    "# load the new file\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "# line plot for each variable\n",
    "pyplot.figure(figsize=(12, 12))\n",
    "for i in range(len(dataset.columns)):\n",
    "\tpyplot.subplot(len(dataset.columns), 1, i+1)\n",
    "\tname = dataset.columns[i]\n",
    "\tpyplot.plot(dataset[name])\n",
    "\tpyplot.title(name, y=0)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以在“ Global_active_power ”和其他一些变量中看到季节性变化的影响。\n",
    "\"Sub_metering_1\"(厨房) \"Sub_metering_2\"(洗衣间)有一些尖刺可能与特定时段（例如周末）匹配。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "让我们放大并专注于“ Global_active_power ”（简称为“ 有功功率 ”）。\n",
    "\n",
    "我们可以为每年创建一个新的有功功率图，以查看这些年中是否存在任何常见的模式。2006年是第一年，只有不到一个月的数据，因此将其从地块中删除。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>Global_reactive_power</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Global_intensity</th>\n",
       "      <th>Sub_metering_1</th>\n",
       "      <th>Sub_metering_2</th>\n",
       "      <th>Sub_metering_3</th>\n",
       "      <th>sub_metering_4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-12-16 17:24:00</th>\n",
       "      <td>4.216</td>\n",
       "      <td>0.418</td>\n",
       "      <td>234.84</td>\n",
       "      <td>18.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>52.266670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-16 17:25:00</th>\n",
       "      <td>5.360</td>\n",
       "      <td>0.436</td>\n",
       "      <td>233.63</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>72.333336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-16 17:26:00</th>\n",
       "      <td>5.374</td>\n",
       "      <td>0.498</td>\n",
       "      <td>233.29</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>70.566666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-16 17:27:00</th>\n",
       "      <td>5.388</td>\n",
       "      <td>0.502</td>\n",
       "      <td>233.74</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>71.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-16 17:28:00</th>\n",
       "      <td>3.666</td>\n",
       "      <td>0.528</td>\n",
       "      <td>235.68</td>\n",
       "      <td>15.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>43.100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Global_active_power  Global_reactive_power  Voltage  \\\n",
       "datetime                                                                   \n",
       "2006-12-16 17:24:00                4.216                  0.418   234.84   \n",
       "2006-12-16 17:25:00                5.360                  0.436   233.63   \n",
       "2006-12-16 17:26:00                5.374                  0.498   233.29   \n",
       "2006-12-16 17:27:00                5.388                  0.502   233.74   \n",
       "2006-12-16 17:28:00                3.666                  0.528   235.68   \n",
       "\n",
       "                     Global_intensity  Sub_metering_1  Sub_metering_2  \\\n",
       "datetime                                                                \n",
       "2006-12-16 17:24:00              18.4             0.0             1.0   \n",
       "2006-12-16 17:25:00              23.0             0.0             1.0   \n",
       "2006-12-16 17:26:00              23.0             0.0             2.0   \n",
       "2006-12-16 17:27:00              23.0             0.0             1.0   \n",
       "2006-12-16 17:28:00              15.8             0.0             1.0   \n",
       "\n",
       "                     Sub_metering_3  sub_metering_4  \n",
       "datetime                                             \n",
       "2006-12-16 17:24:00            17.0       52.266670  \n",
       "2006-12-16 17:25:00            16.0       72.333336  \n",
       "2006-12-16 17:26:00            17.0       70.566666  \n",
       "2006-12-16 17:27:00            17.0       71.800000  \n",
       "2006-12-16 17:28:00            17.0       43.100000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# yearly line plots\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot\n",
    "# load the new file\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>Global_reactive_power</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Global_intensity</th>\n",
       "      <th>Sub_metering_1</th>\n",
       "      <th>Sub_metering_2</th>\n",
       "      <th>Sub_metering_3</th>\n",
       "      <th>sub_metering_4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:00:00</th>\n",
       "      <td>2.580</td>\n",
       "      <td>0.136</td>\n",
       "      <td>241.97</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:01:00</th>\n",
       "      <td>2.552</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.75</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:02:00</th>\n",
       "      <td>2.550</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.64</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:03:00</th>\n",
       "      <td>2.550</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.71</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:04:00</th>\n",
       "      <td>2.554</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.98</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.566666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:05:00</th>\n",
       "      <td>2.550</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.83</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:06:00</th>\n",
       "      <td>2.534</td>\n",
       "      <td>0.096</td>\n",
       "      <td>241.07</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.233334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:07:00</th>\n",
       "      <td>2.484</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.29</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:08:00</th>\n",
       "      <td>2.468</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.23</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.133335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:09:00</th>\n",
       "      <td>2.486</td>\n",
       "      <td>0.000</td>\n",
       "      <td>242.18</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.433334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:10:00</th>\n",
       "      <td>2.492</td>\n",
       "      <td>0.000</td>\n",
       "      <td>242.46</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:11:00</th>\n",
       "      <td>2.500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>242.88</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.666668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:12:00</th>\n",
       "      <td>2.494</td>\n",
       "      <td>0.000</td>\n",
       "      <td>242.57</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.566666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:13:00</th>\n",
       "      <td>2.492</td>\n",
       "      <td>0.000</td>\n",
       "      <td>242.41</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:14:00</th>\n",
       "      <td>2.480</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.81</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.333332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:15:00</th>\n",
       "      <td>2.478</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.73</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:16:00</th>\n",
       "      <td>2.470</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.29</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.166668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:17:00</th>\n",
       "      <td>2.466</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.11</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:18:00</th>\n",
       "      <td>2.456</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.59</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.933334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:19:00</th>\n",
       "      <td>2.460</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.83</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:20:00</th>\n",
       "      <td>2.544</td>\n",
       "      <td>0.092</td>\n",
       "      <td>240.90</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:21:00</th>\n",
       "      <td>2.550</td>\n",
       "      <td>0.116</td>\n",
       "      <td>241.15</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:22:00</th>\n",
       "      <td>2.554</td>\n",
       "      <td>0.118</td>\n",
       "      <td>241.55</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.566666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:23:00</th>\n",
       "      <td>2.650</td>\n",
       "      <td>0.218</td>\n",
       "      <td>241.67</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.166668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:24:00</th>\n",
       "      <td>2.682</td>\n",
       "      <td>0.258</td>\n",
       "      <td>242.45</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:25:00</th>\n",
       "      <td>2.660</td>\n",
       "      <td>0.252</td>\n",
       "      <td>241.60</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.333332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:26:00</th>\n",
       "      <td>2.650</td>\n",
       "      <td>0.250</td>\n",
       "      <td>241.14</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.166668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:27:00</th>\n",
       "      <td>2.654</td>\n",
       "      <td>0.250</td>\n",
       "      <td>241.38</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.233334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:28:00</th>\n",
       "      <td>2.642</td>\n",
       "      <td>0.248</td>\n",
       "      <td>240.90</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.033333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-01 00:29:00</th>\n",
       "      <td>2.644</td>\n",
       "      <td>0.250</td>\n",
       "      <td>241.15</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.066666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:30:00</th>\n",
       "      <td>1.550</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.42</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.833334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:31:00</th>\n",
       "      <td>1.548</td>\n",
       "      <td>0.000</td>\n",
       "      <td>241.29</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.799999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:32:00</th>\n",
       "      <td>1.542</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.77</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.700001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:33:00</th>\n",
       "      <td>1.540</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.61</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.666666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:34:00</th>\n",
       "      <td>1.536</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.28</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:35:00</th>\n",
       "      <td>1.534</td>\n",
       "      <td>0.000</td>\n",
       "      <td>239.99</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.566668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:36:00</th>\n",
       "      <td>1.534</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.01</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.566668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:37:00</th>\n",
       "      <td>1.542</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.68</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.700001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:38:00</th>\n",
       "      <td>1.544</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.94</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.733334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:39:00</th>\n",
       "      <td>1.540</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.52</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.666666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:40:00</th>\n",
       "      <td>1.542</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.67</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.700001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:41:00</th>\n",
       "      <td>1.542</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.59</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.700001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:42:00</th>\n",
       "      <td>1.596</td>\n",
       "      <td>0.000</td>\n",
       "      <td>240.19</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:43:00</th>\n",
       "      <td>1.644</td>\n",
       "      <td>0.096</td>\n",
       "      <td>240.14</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:44:00</th>\n",
       "      <td>1.652</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.08</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:45:00</th>\n",
       "      <td>1.654</td>\n",
       "      <td>0.100</td>\n",
       "      <td>241.24</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.566668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:46:00</th>\n",
       "      <td>1.660</td>\n",
       "      <td>0.102</td>\n",
       "      <td>241.89</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.666666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:47:00</th>\n",
       "      <td>1.658</td>\n",
       "      <td>0.102</td>\n",
       "      <td>241.78</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.633333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:48:00</th>\n",
       "      <td>1.652</td>\n",
       "      <td>0.102</td>\n",
       "      <td>241.52</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:49:00</th>\n",
       "      <td>1.642</td>\n",
       "      <td>0.098</td>\n",
       "      <td>240.81</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>10.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:50:00</th>\n",
       "      <td>1.640</td>\n",
       "      <td>0.098</td>\n",
       "      <td>240.81</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.333334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:51:00</th>\n",
       "      <td>1.642</td>\n",
       "      <td>0.100</td>\n",
       "      <td>240.98</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:52:00</th>\n",
       "      <td>1.636</td>\n",
       "      <td>0.098</td>\n",
       "      <td>240.55</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.266666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:53:00</th>\n",
       "      <td>1.640</td>\n",
       "      <td>0.098</td>\n",
       "      <td>240.91</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>10.333334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:54:00</th>\n",
       "      <td>1.648</td>\n",
       "      <td>0.102</td>\n",
       "      <td>241.56</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.466667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:55:00</th>\n",
       "      <td>1.746</td>\n",
       "      <td>0.204</td>\n",
       "      <td>242.41</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:56:00</th>\n",
       "      <td>1.732</td>\n",
       "      <td>0.210</td>\n",
       "      <td>242.42</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:57:00</th>\n",
       "      <td>1.732</td>\n",
       "      <td>0.210</td>\n",
       "      <td>242.50</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:58:00</th>\n",
       "      <td>1.684</td>\n",
       "      <td>0.144</td>\n",
       "      <td>242.18</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.066668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31 23:59:00</th>\n",
       "      <td>1.628</td>\n",
       "      <td>0.072</td>\n",
       "      <td>241.79</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.133333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>525600 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Global_active_power  Global_reactive_power  Voltage  \\\n",
       "datetime                                                                   \n",
       "2007-01-01 00:00:00                2.580                  0.136   241.97   \n",
       "2007-01-01 00:01:00                2.552                  0.100   241.75   \n",
       "2007-01-01 00:02:00                2.550                  0.100   241.64   \n",
       "2007-01-01 00:03:00                2.550                  0.100   241.71   \n",
       "2007-01-01 00:04:00                2.554                  0.100   241.98   \n",
       "2007-01-01 00:05:00                2.550                  0.100   241.83   \n",
       "2007-01-01 00:06:00                2.534                  0.096   241.07   \n",
       "2007-01-01 00:07:00                2.484                  0.000   241.29   \n",
       "2007-01-01 00:08:00                2.468                  0.000   241.23   \n",
       "2007-01-01 00:09:00                2.486                  0.000   242.18   \n",
       "2007-01-01 00:10:00                2.492                  0.000   242.46   \n",
       "2007-01-01 00:11:00                2.500                  0.000   242.88   \n",
       "2007-01-01 00:12:00                2.494                  0.000   242.57   \n",
       "2007-01-01 00:13:00                2.492                  0.000   242.41   \n",
       "2007-01-01 00:14:00                2.480                  0.000   241.81   \n",
       "2007-01-01 00:15:00                2.478                  0.000   241.73   \n",
       "2007-01-01 00:16:00                2.470                  0.000   241.29   \n",
       "2007-01-01 00:17:00                2.466                  0.000   241.11   \n",
       "2007-01-01 00:18:00                2.456                  0.000   240.59   \n",
       "2007-01-01 00:19:00                2.460                  0.000   240.83   \n",
       "2007-01-01 00:20:00                2.544                  0.092   240.90   \n",
       "2007-01-01 00:21:00                2.550                  0.116   241.15   \n",
       "2007-01-01 00:22:00                2.554                  0.118   241.55   \n",
       "2007-01-01 00:23:00                2.650                  0.218   241.67   \n",
       "2007-01-01 00:24:00                2.682                  0.258   242.45   \n",
       "2007-01-01 00:25:00                2.660                  0.252   241.60   \n",
       "2007-01-01 00:26:00                2.650                  0.250   241.14   \n",
       "2007-01-01 00:27:00                2.654                  0.250   241.38   \n",
       "2007-01-01 00:28:00                2.642                  0.248   240.90   \n",
       "2007-01-01 00:29:00                2.644                  0.250   241.15   \n",
       "...                                  ...                    ...      ...   \n",
       "2007-12-31 23:30:00                1.550                  0.000   241.42   \n",
       "2007-12-31 23:31:00                1.548                  0.000   241.29   \n",
       "2007-12-31 23:32:00                1.542                  0.000   240.77   \n",
       "2007-12-31 23:33:00                1.540                  0.000   240.61   \n",
       "2007-12-31 23:34:00                1.536                  0.000   240.28   \n",
       "2007-12-31 23:35:00                1.534                  0.000   239.99   \n",
       "2007-12-31 23:36:00                1.534                  0.000   240.01   \n",
       "2007-12-31 23:37:00                1.542                  0.000   240.68   \n",
       "2007-12-31 23:38:00                1.544                  0.000   240.94   \n",
       "2007-12-31 23:39:00                1.540                  0.000   240.52   \n",
       "2007-12-31 23:40:00                1.542                  0.000   240.67   \n",
       "2007-12-31 23:41:00                1.542                  0.000   240.59   \n",
       "2007-12-31 23:42:00                1.596                  0.000   240.19   \n",
       "2007-12-31 23:43:00                1.644                  0.096   240.14   \n",
       "2007-12-31 23:44:00                1.652                  0.100   241.08   \n",
       "2007-12-31 23:45:00                1.654                  0.100   241.24   \n",
       "2007-12-31 23:46:00                1.660                  0.102   241.89   \n",
       "2007-12-31 23:47:00                1.658                  0.102   241.78   \n",
       "2007-12-31 23:48:00                1.652                  0.102   241.52   \n",
       "2007-12-31 23:49:00                1.642                  0.098   240.81   \n",
       "2007-12-31 23:50:00                1.640                  0.098   240.81   \n",
       "2007-12-31 23:51:00                1.642                  0.100   240.98   \n",
       "2007-12-31 23:52:00                1.636                  0.098   240.55   \n",
       "2007-12-31 23:53:00                1.640                  0.098   240.91   \n",
       "2007-12-31 23:54:00                1.648                  0.102   241.56   \n",
       "2007-12-31 23:55:00                1.746                  0.204   242.41   \n",
       "2007-12-31 23:56:00                1.732                  0.210   242.42   \n",
       "2007-12-31 23:57:00                1.732                  0.210   242.50   \n",
       "2007-12-31 23:58:00                1.684                  0.144   242.18   \n",
       "2007-12-31 23:59:00                1.628                  0.072   241.79   \n",
       "\n",
       "                     Global_intensity  Sub_metering_1  Sub_metering_2  \\\n",
       "datetime                                                                \n",
       "2007-01-01 00:00:00              10.6             0.0             0.0   \n",
       "2007-01-01 00:01:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:02:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:03:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:04:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:05:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:06:00              10.4             0.0             0.0   \n",
       "2007-01-01 00:07:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:08:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:09:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:10:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:11:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:12:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:13:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:14:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:15:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:16:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:17:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:18:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:19:00              10.2             0.0             0.0   \n",
       "2007-01-01 00:20:00              10.6             0.0             0.0   \n",
       "2007-01-01 00:21:00              10.4             0.0             1.0   \n",
       "2007-01-01 00:22:00              10.6             0.0             1.0   \n",
       "2007-01-01 00:23:00              11.0             0.0             2.0   \n",
       "2007-01-01 00:24:00              11.0             0.0             1.0   \n",
       "2007-01-01 00:25:00              11.0             0.0             1.0   \n",
       "2007-01-01 00:26:00              11.0             0.0             2.0   \n",
       "2007-01-01 00:27:00              11.0             0.0             1.0   \n",
       "2007-01-01 00:28:00              11.0             0.0             2.0   \n",
       "2007-01-01 00:29:00              11.0             0.0             1.0   \n",
       "...                               ...             ...             ...   \n",
       "2007-12-31 23:30:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:31:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:32:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:33:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:34:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:35:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:36:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:37:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:38:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:39:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:40:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:41:00               6.4             0.0             0.0   \n",
       "2007-12-31 23:42:00               6.6             0.0             0.0   \n",
       "2007-12-31 23:43:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:44:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:45:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:46:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:47:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:48:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:49:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:50:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:51:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:52:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:53:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:54:00               6.8             0.0             0.0   \n",
       "2007-12-31 23:55:00               7.2             0.0             0.0   \n",
       "2007-12-31 23:56:00               7.2             0.0             0.0   \n",
       "2007-12-31 23:57:00               7.2             0.0             0.0   \n",
       "2007-12-31 23:58:00               7.0             0.0             0.0   \n",
       "2007-12-31 23:59:00               6.6             0.0             0.0   \n",
       "\n",
       "                     Sub_metering_3  sub_metering_4  \n",
       "datetime                                             \n",
       "2007-01-01 00:00:00             0.0       43.000000  \n",
       "2007-01-01 00:01:00             0.0       42.533333  \n",
       "2007-01-01 00:02:00             0.0       42.500000  \n",
       "2007-01-01 00:03:00             0.0       42.500000  \n",
       "2007-01-01 00:04:00             0.0       42.566666  \n",
       "2007-01-01 00:05:00             0.0       42.500000  \n",
       "2007-01-01 00:06:00             0.0       42.233334  \n",
       "2007-01-01 00:07:00             0.0       41.400000  \n",
       "2007-01-01 00:08:00             0.0       41.133335  \n",
       "2007-01-01 00:09:00             0.0       41.433334  \n",
       "2007-01-01 00:10:00             0.0       41.533333  \n",
       "2007-01-01 00:11:00             0.0       41.666668  \n",
       "2007-01-01 00:12:00             0.0       41.566666  \n",
       "2007-01-01 00:13:00             0.0       41.533333  \n",
       "2007-01-01 00:14:00             0.0       41.333332  \n",
       "2007-01-01 00:15:00             0.0       41.300000  \n",
       "2007-01-01 00:16:00             0.0       41.166668  \n",
       "2007-01-01 00:17:00             0.0       41.100000  \n",
       "2007-01-01 00:18:00             0.0       40.933334  \n",
       "2007-01-01 00:19:00             0.0       41.000000  \n",
       "2007-01-01 00:20:00             0.0       42.400000  \n",
       "2007-01-01 00:21:00             0.0       41.500000  \n",
       "2007-01-01 00:22:00             0.0       41.566666  \n",
       "2007-01-01 00:23:00             0.0       42.166668  \n",
       "2007-01-01 00:24:00             0.0       43.700000  \n",
       "2007-01-01 00:25:00             0.0       43.333332  \n",
       "2007-01-01 00:26:00             0.0       42.166668  \n",
       "2007-01-01 00:27:00             0.0       43.233334  \n",
       "2007-01-01 00:28:00             0.0       42.033333  \n",
       "2007-01-01 00:29:00             0.0       43.066666  \n",
       "...                             ...             ...  \n",
       "2007-12-31 23:30:00            17.0        8.833334  \n",
       "2007-12-31 23:31:00            18.0        7.799999  \n",
       "2007-12-31 23:32:00            18.0        7.700001  \n",
       "2007-12-31 23:33:00            18.0        7.666666  \n",
       "2007-12-31 23:34:00            18.0        7.600000  \n",
       "2007-12-31 23:35:00            17.0        8.566668  \n",
       "2007-12-31 23:36:00            18.0        7.566668  \n",
       "2007-12-31 23:37:00            18.0        7.700001  \n",
       "2007-12-31 23:38:00            17.0        8.733334  \n",
       "2007-12-31 23:39:00            18.0        7.666666  \n",
       "2007-12-31 23:40:00            18.0        7.700001  \n",
       "2007-12-31 23:41:00            18.0        7.700001  \n",
       "2007-12-31 23:42:00            17.0        9.600000  \n",
       "2007-12-31 23:43:00            18.0        9.400000  \n",
       "2007-12-31 23:44:00            18.0        9.533333  \n",
       "2007-12-31 23:45:00            18.0        9.566668  \n",
       "2007-12-31 23:46:00            18.0        9.666666  \n",
       "2007-12-31 23:47:00            18.0        9.633333  \n",
       "2007-12-31 23:48:00            18.0        9.533333  \n",
       "2007-12-31 23:49:00            17.0       10.366667  \n",
       "2007-12-31 23:50:00            18.0        9.333334  \n",
       "2007-12-31 23:51:00            18.0        9.366667  \n",
       "2007-12-31 23:52:00            18.0        9.266666  \n",
       "2007-12-31 23:53:00            17.0       10.333334  \n",
       "2007-12-31 23:54:00            18.0        9.466667  \n",
       "2007-12-31 23:55:00            18.0       11.100000  \n",
       "2007-12-31 23:56:00            18.0       10.866667  \n",
       "2007-12-31 23:57:00            18.0       10.866667  \n",
       "2007-12-31 23:58:00            18.0       10.066668  \n",
       "2007-12-31 23:59:00            18.0        9.133333  \n",
       "\n",
       "[525600 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[str('2007')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot active power for each year\n",
    "years = ['2007', '2008', '2009', '2010']\n",
    "pyplot.figure(figsize=(12, 12))\n",
    "for i in range(len(years)):\n",
    "\t# prepare subplot\n",
    "\tax = pyplot.subplot(len(years), 1, i+1)\n",
    "\t# determine the year to plot\n",
    "\tyear = years[i]\n",
    "\t# get all observations for the year\n",
    "\tresult = dataset[str(year)]\n",
    "\t# plot the active power for the year\n",
    "\tpyplot.plot(result['Global_active_power'])\n",
    "\t# add a title to the subplot\n",
    "\tpyplot.title(str(year), y=0, loc='left')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以看到一些常见的模式，例如2月至3月左右和8月至9月左右，我们看到消费量显着下降。\n",
    "可能是因为家庭旅游出行等原因导致。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以继续放大功耗，并查看2007年12个月中的每个月的有功功率。\n",
    "\n",
    "这可能有助于弄清整个月的总体结构，例如每日和每周的模式。\n",
    "\n",
    "下面列出了完整的示例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K+macMXMVRjy31HRfsz5tUHf//AP07uf3PfmtSuvslzBMCMl3/y8C8BuAyRr7fEIImUQImdS7d29/LscxwNf3K9w0wzFuJ8AB3dortodZMb2QEgfYEVGHRTiQd2F48IEIVwcAC3QE9XCllDIT0auJYMhKrzHaP+vR7BIbmUHgDJmx/12BUS8sw9O/7DXdlz5fMCYFnr7HujRcXK1lL81Q5jDvSHYfC27MXS2MhLWVaSdMncFYYypLhPkj8Rk9e/SRzy/z2xehwiRSBwB5IDF7Dt06xvhVlkh5fj4Lw4IgxAmC0Fn6DOAyADznYytDSwsQysYtFSfcYv+GG1Y05B7BOSBFMcQOO2W70Lp9tXYqGFXkr7f+gvVi4g4pK5YRdYxa6FXphbauury7+iDzvr5c9p4vduifz/1fawk5UgZuX2AVTo0m9A99k2IazYO1HQVykW9+0qGQZ7c7UqI/abASy/2ZX1LxzdZsxTaWZ8lqu+2vAoAQgpKaxrCIrewP/miG+wLYJAhCKoAdABIJIcvtKRbHKuqOhTVofqA0YXZrliLJjtUsdJ2VMYKlWqyGYWPdT53RTYsprwXXAc0Q6sZ0TYaD0NBchKCyrhlZJ7xjb1t59oUMwrAW+/Iqve6/qNrewezt1QdM9/GnqnPL9EO2HS6uxVsrszSXkM3CTKlZk1EoR9mxg9bQjWlpht9amSWnM29hrEOjvRqanch0t3+7X7naxhbMW5GFWxZstffEDNC3Ut/Ugj/2HNfcr0O7KM3tq9ILvdr2T8l5ePEPZTIhK/2+Gf7Wf7OTYNLs1bj0LfaQh+GIz8IwIeQIIWSc+28sIWSOnQXj+AdreDQpax2NHRN2X18ws8PC1GRYhmX5aux/TbIfWTCTYNIQBMh5h6WNsWom7cLoHum2I+3nbTPsjZmQmFtWZyicqfl9Tz5u+GgzLn9ng+4+RvcxblBXAMDkYT2Yr0mTlFWkOVkt0jQ9sM5bq8wFYRFr4RLpSCxmLfk9nfTrrG/A/KRDmPG/NNz/dTJu/th/oUpgVdMxcqioBrP/TLf0TkvCrCkE2Hq4FL/v9ghy7609hBs+3MJ0OEvf9OLv+wOWhlkS5htNTBHWZhbi2g82+Z1OmJ480H3FGysP4N8/7LF0rgcXJhv2CxKW+nKTfX25e1qhM2HWKgBAtknGwXCHh1aLUPTav9qJYvp7+tENsk6IWd9CvdwE0HGGgycNNztdWK+RnnL7kVJFjvoTlQ34dZc4cMxOZIvYYMQJBo2fL5MCo06PPl9UiJY5f92Vx5R9z1e0tDELt+Yo4w9rVNKLvxtbf019PQlTX0+yVJbDxdpLqCx1OrJPZwBA97h2lq4p8daqA+bJH/yQD95bw2YiUVUvvkPlLPaPgC2RWFjva96KLHy1Jdvv60lIj/VwSQ1abNDA/+2rHfhs01HklbMvt7/DaLpytLQWt326DY//aE2Qk2Bpw/sYQkwGmse+34PUvErUNPiXZIoWpo/bkMqeRYHApBnWidnvdS4fXvbvdxyzfEy4w4XhCEXPTGHZPvYMbv9LFQW85fuDl/XNrB8NhGZYL4Xv26sO4J4vdmAblZ60rLYJt36yDf9a5Em3uf2of+lL1bCYH0iwmKM0NouDr1GfR9cAax0bxfS1SmlNI578KRV/+9JaCKUdR8sUqxtG9op6S+S07a1Wff6wM9drW6AxfFY2VLu/Ckp/I2IAwA63+cEnG45YPtbXVQ5fPfkbmp14lTE0oREL1h/BFe9u9Ps8uWWi0LUoAELJR4wxvc0wekZRVJ8bqgxmNSbmavkV9ViSai06EKsZDmszTFis7fhqbUWQ7Vos/LY7D19tNvbn2X2sHM/8Ym/egmAQHeoCcOxBPT6GOkqEr5fXPS6A99NHJ4VvtttruoTK9CV5AUv2bjWNLXjuV3vjs7I5R4hPPC2/CvEJiYb7JrjLx1qFUSxhCuCdoMIfJO2KlD6XheqGZtyyYCvOHdETix48G4DxAEz/pLTtc2ruEwqk56pOC61FizNwhTWzC/16azb+ccGIgF3fjAYNE51APru/frLNtmX9Q0U1OFZahyE9/c/yd1RnhcEuCCGaE8wjxTUY3ruT5jEsGslAmrtJ1/XVIVS6ZynhjjqykRGspgKskzK9iTjT6iHTFay9N1Jyrhemj9H8vaqhGdczmtOEG1wzHKGoXzZCCOITEltV3D8tgmkyzGKS8d22HNTabBfLoilhnfXTs/g6E02IBKuQFWrzbamc9JLrUoOVD/qu6HqjtT/+mLnYoVFLySn3Oldydhlm/M/jQCOV/bnffJ+EmWlW563Iwur0Qt3f/bWzpNEzGTHCFw1vYVWDz+X2VxBWy2VHSuwxPWOZNPnDDR9twTsazpBSO9XEYsdg9y1IEwQzza+Mqrx0ohIAKKs1jv7iS/n9vec7LSSz+GGn/upBi9OFrEJvR14t0vOrTPfZpCFfZBtE1QgnuDAcZLJOVOO6+ZtNIwpYoai6wSuElfpl2+3uzLcfNfeMlmfWJr2ay0VwzGajeTsTg1U1NDOlPzYLUWXUcbWP0fYKNsNocLVzcJixJF3+vEYn7iWg1KL85QM228wWl/2hdKwoc8rctqbVbpu/kppG/L5Hf1lTr7zvUjauVpdFaV5bnon4hESmQUNCvaxaUCkufzdSms+bPt5qq/0qwPY+2WUeUuljdkwjNJOGmLSds15Zg8E9/EswYBesCWuKqxtx+6fbdEMU2jkp0WL3sQpNW+MCgz6TxYEukL4fdjjtKpw1TR3QrD+DYCZ/MUqJvkEjEZEeV71nbt5TreGQbyWMXChp88Lwkz/tQXxCYtBi5M1dloE9uRUKO1R/mTxnDe7/OlmxTf0Cd+/I7myjPlbvvX13zUGcPy8JafkaAqfNL7ue978Rd3++wz+nG4ZrRUcpd+rXhW1J7br5m3U7WXqAax8Tvq/o/uPsQh8rVppNBSVkpeVXYquJrXWD23b6s41HvIQLO+3iP99kbFNHo9bssSzt2mIzzFDPRokBrNjsvrUqy3Sf+IRESxE5ACBxr/KZsciFryzVT3jyc3Iu0/KzL6iFP9YoA59vOooth0uxaHuO5u+sYc4kmlpciE9I1O6zLWAUMcQTypGtbC/8vh/nzbUvBGPn9qL156i+2mYcarTep9s+2ab4PmVkL7/LRWPnHGYmpfCgYeknmlrsHac/08gP0BrCCQJcGJajAATLO1LOBhbgFqI+vZWZKOuekkbNzgFE7wX2pb4CFbqHRu1EphaOjdAbyGhh+JT+XTT3sdvmLtQmD75w40ce27Tp723Cv77fbXpMUlYRZidmeKW9NXNatCL8ldZ62z1rxRQGrGn27AyNp6XB8bqeQU/w/Q52rTFryLZHGZ4fzWeblI53s/7UFgpYqKxrxtO/7MXZr67x+RxG+Pq+SnFqF27VFoatxpoe9/JKAMZRhOzCSpY1O6IwAOJKizSpYs6AR4zfQ7PTfLk5m+1CFHZqhr/QcWhjs5m2VxA5qBF5KtR+GKy0eWFYglWj5y82h5vURctmOFD06aysu9XphTjBmPRDjVkx7Vhe0+ojjOrHSMhS+5BZibDgT+IHluuwLsWGivyKejy0MNmWyARqXrvxNM3tekIpIIbM0+NrC2YKWo9PL3aoehA2eqrSee1YGn+GIT2zUTO0Irz0ZexbzeLCqhk7QDlR9Mcf4sI3rIXGCxaSOYLehILV3lOi3s80wCxIkS6e/00/JGGgHOjeX3sID38nRvqx8pYYmXw1tbiw6ZB+25q3wnzlQ40/47EvSh6962l1JW+vOmBL+D+JQJjTBQIuDLsJVvSFQCVAUKNufyz3Jy07S3aMrB2Weqn3gYXJmJ9kT3geCTtrS6vqteqH5fbVs+9jFpZ69TRvLE4xRhEfvtmWg/iERCbtnxmJewuwxWAg8Idz567FyvRCLNtfYLtqukgnKoWRIHmrammU5ueUPOZrW2mrRuZZejGXaYdBK9o3GpbJKqv26nBxDeYnaSe5APRDF6qRLvfRusO4/yvzEHvfbrNvNa88AHbNZjS1uJBsY3Y7NaxZSO1Gclwzsiv2h/omJ95dfVAz6Q8d5rKcMRX84eIar/GS7o92MPjZWMUfeaO0xnpyHKeLoLaxxasv13rH311zECvS9J1nrRLtaB1iZusoZRCQBkkxp7m12TYrf+w5LodeCbTsrRa0rMjeX2/NtnQtVk0VSwxGMzuzQGkUTJ0kdH7XS7fJdk3l98wTYpg0eiLhJNrpm42E4bnueKhWHEn06vWRRbtw+2f6nst2OFAGwgmoX9f2mDi0u9d2vTZo9n5cPLoP87WtTHSbVZE76G/qwV76bepJHvvFRxdZMy2Qz8VQRNbbuHXBNsxbkYWqhmbNgZo1VJ80CXxteaahs6cd/PmvKQE9vxotgerVZRm46eOtyDyhbXvftUOMX9e86ePQhLiKjQ6MWOF0ERRVN+CxH3bj7dUHNKMk7MvzTBRLa5uYVsdu+HCLl/aymkrE8c02bRMVf/BHF9aOsX6PUlEcnITgqZ9Scftn22UnXQDYrKPoKPFB4NajyRncLKS+woVhNy0uF+qbnJi3Igs3fhSYnOb//mGPnM0t4DbDqvNbsVE6a1hP5blM9qfPbSQINDKk79UL6xXo+jKTx7TKfri4BpsP+e4Iqb6n9Vnenr2puRUY+98VXvVqZCYhhXrTihyil03QivnJ0Vevkj/bkTEuEM92WK84vHqDt6mEntbdbMAb3IM9JqyV+1Frho2y4Um/devgcYb1VfvPMgFhvQ3avGHRdm8BpYoxw1cwPexjooI79B3RCC+VUSAKwWU63v56/gJqtDSkxyvqZXOFQDA5Xj8VOEvd+qLT+GZrNibPWYNV7pB/WuZV1SrFwX0MKwxA4KNyqPGnrbMqOXpSGSqdLoIDbpOa2kbP8Xq2/3bWx31fJZvvFAa0CWG4sUV8+OfNXYvrP9ysuU9eeT3+/YOoZamsb0ZSlr2aCXXj2hnA5THA+2XzpXFLHRY9k9SC9dz/p5NNR+JAYbWhl3Ig0eqcaBOIJi+hBbj4zfVex8RYcKBTX9NI6+1LLON5y70956V3wR/oenmXMfWuEc0KrYw9nfCk+B4YoiHA+trHW3l/rAx06skf/W12YrpCcyP9Rgv0Ywd0Zb6W8josqmFr50zKLMKbGu8vq3Mya/YuO7B7hSl95uXyZ9aVAbPkFKxtTivm7y6jOMA2YNTGjTTDzU6Xz74Mh4qtx2Y28hGgsZLW2g78EYZZ48CP7t9Z/ux0EUszECvjmBm3TR5i27kCScQLwxsOFOPkF5YjPiERxyvqsftYBeITErFwa7bipZy3IgsrqSDzVtPCmjHiOWUgbyvhl3xB/a6tSDvBfKz0oka7Z/hmnuP0IGb0jv/PJIbrAQNnEGnwtpJVyEqCNLO+ibUDshQdgHlP9vN2oOIea2nkYqO14yKrhX1W9OKfWuH53/bbajc0rFccAG1bVV8FLishrKw4r6qXyOldV6QV4g4NExX6fPXNvsUrZ1kJMBKYO8V6Jy89rLPqwEowlXO06ZFZBkcWOrbz1AernGOWOIf1ndR6TgO7s8dT9iUakNEtxhrEXj9zzmo5ogXTdajKUVeHnc3FSgjOtPxKVNY3IzW3Ai/+ru8kaISvsnDi3gLmuL20ra7L5VmFYrElNyuelTTgQ23ItBgMIj4d89xl2nElX/ojDS/9kab5WyRw7fzNePrykzF5WA+8t+Yg9hxj90CVBnN6hk8PGJOH9cCEIR57TFpT5U8H1aW9uY1coEKAmc3UJ81ehe8eONv0xXYR/RSmaqzYlq5MO4GbJw02Pfbe8+INM6H5m0FZsp199YbT8Oyv+/B3m1LyTn7FvpBWvd3ptbWewUYfnQFZw4MB3gPdhwbP46FvUpA9d7rnWIM3SGqj76/1OKv9mVqAu88Rn/nbt57BbJ/LMqc0ap4XntzbaxuLGRTNgK7tFQlvfNGWxSckIjbagTvPHsp8zLt/PQO5BppAf4Vj1rvQisfbM64dSt0TTDpqQP+u+hE5tLSaLH2LP/dpdH6jSASSk3ZqHlucY1oJUFLTiJsnDpKdWdUKgmanC1ef3h9/UvGnA+GobkdYOrO2rjWGpOZW4JFFu5ivQSvf7KdaAAAgAElEQVQDWlwu2WzmpT/2Y81TF5pc3/jcJRb6w2CboPhKxGuGb5gw0KfjRvXthLdWZqGuyb5MccFm3oos3PzxVmw8WOJlS2WE1JfpaZN3HC3Dx+spJy+FZtj3hm90ZLDjMgNKwdtFgNs+3SbnqzeC2aHQkm0p285RVAfaraP35MLffumdv54BADhrmGgzmFdubwZCO7hglLegJpFqISzRfecNQ+pLlwEA3rNgDqJuq76EXmI5LyDaSN71+Q78LzUfR21K8Stfz+v6ni1aEw09W9EJQ7ppbr/n3Hhfi6agscVlaaVtYLcOiGvnW+ZILewMy3mmji2uUZ+iFSaPdSXLV4z6kZF92JJdsEArWrJLag3HiKmvJSkEYSC4qw1WMCuXVvQaq05t9CuqUFjZUCfd49iTeAXT/MkfIl4YfmDqcKTPvBxrn7pAYdelpkNMFBY9eJb8/UBhDd5bewjvaqSijHSkWesuRm2yXalivTPfadnxWjgfwz7XnTEAgJ7NMPu1aJjtzyz0EaxaM1rLpB1CzreOafrp/TG8dxw6u7X3kqd7cnZgbRN9odQg/agVCAh8iQrkS3pWievHD9L9zUWIplBkp+f36YM8Nsjq94++ttaroeflPqBbeKRAljhR1WA4YbLKhmemKb5bthmmdicgGN2vs9e+6ve2h4kwwhKe0R+M7lES6O2oY9qd4B8XjFDUQ5XKedTX2PahwKwf1prgxGmYJhlBX4KuR5aWYdaGrUy2WoksHPnCMCDacw3v3Qkd20Uje+50r7+v/nYmtj57kUKrJuFrHE+aQMcUVjOga3s8MGWYz8drzeTWPHUBVj5xPr64d5L39ajBzs47pb2hpc7DSp5zlmof1F00e7A66THqeF/8g82OzIrQxKrRNOt4fHbcUPlfSB3zpHjv8GX+UGKDINuni9tMwu8zKWENI+ciwJebj+LeL3dYvkaX9voD3pebs3HRm+t0f7fyaPVSHysFMyV029KaKGoJw6P6dtLVarIOytKyu11OPVed2l/2h7ADtWWKdTMJDy6irXVX1+H9Jv17MJamW5wuzWgmOaVi5AytKBdGaI07tFAfE+1QVJaTQSDzZ2IaCKa5zYt8kQmsHkJXJx06zg55pK+7j2Uh0BMzu2gTwrAZF57cB906trPknGUFvY4pUEvMyx4/Hy9cfYpC4M+afQXz8eriLrhrIkb07oRRfTvjotF95XPufvFSAMBJ1LKYP+1eOnSA2z7u/HlJeMSdTWiv28bsU43c577Qu3Ms0l6+XDYlsNOhkTUTlrqejUwhWJM+0EKOVqfn6yDZ5HQplsElezS9AalXJ/POcpJGHGA7kK5tRxdMO4ot219gsKcHQgheXpKOdVnFlu0yOxsIw/NWZCHHhrjOgP6kyWhlgZ5IaR2v5bAY7XDotmuWvmJ2YgZGPr8MThexJXj/DeMHwuGv4bwKadz4z2WjAAAHC62ZqyjD6RHNSZy6vs1swwMtDDsJwZM/peK0Gd7OcF+7U0dbdcrVCj9H30dTi0vRBo0S1kiEmxwmpX1neTzbVBkxrQr2tBBKa4alaxtF9TC7kpXJJDeTaIUEKqHDT8nagkwFQ9ajvXli9Itdx9iXo7XuQy+KAM3/XTEaALyM9PU6FM20xn6IILvd4YBOH+SxMUzcV4AdR8tMw7tZ5YlLRiEuNhqzEzN09wmUs56EWli1w7aUtpnT8ur2dXBoanEpHCqlwVgvyoKkiTDKPiZ11mqnRH/Dv/XsJC4h2/H86AlyMmO4Kn+6fjoqQSjo3tGz/O5ttkTv522PrmUzHB0lwKmTjpWlr5AmqdPf22hLKmG7BWHA085q3PFbr3pvo9c+43XsptUQAjgcQMKVoxXbrYYjC7QwvP94lRwdSE/TaNV8R+vR0IKUixCFEPn11hzsNhkX1UWrqLPHhMoqUszoUX1FExiWfvivqoyYWwxi2l87f7NXsjBFJA6Fk7v4+U6DZErVJrHBraRr5prhVojWy2iWXtfpIqbLDs/9tk9zO0sbWedOxLA2gz3usV5Cho/vnKB7zOonz5eFCMBap2Glra9O10/zKNkeH1eZQtyyYCsKqfS6f+41DtFmRvbc6bj9LDH2oZ3xFCXuZXQMoqut0mI6WJYqL3Z7/Cb950Jc5I4C4esguf5AsSJagCAIiHIIunnnm937GplluFwEF4zqjS/uPVOx3V8tfa84UTNsl+Cz5qkLALCbTPkjh7Ae2tmi/SArb948Tvc3elDTqllNYdgh6E6YrPQbmYzxYs0wCt/oK1J3SzsVq5k6spfXNqmfvv9rT1KCNZlF2H+8yjC9NcAQCjKI2ji9PoX17XvuKlHw10omQd+Hy+U9fbr+Q+Mse2rttJWsnHZS63bEl4RiX8zVPlC1CVrRkJpbgUve2qD4nX4u9IRU+kindVdjNvky8idSr1oEM5mOPwRdGG5sbMT999+PoUOHonPnzhg/fjyWLVsm/75mzRqMHj0aHTt2xLRp05CTk6M49r777kOXLl3Qr18/vPXWW/Jv3333HTp16iT/dezYEYIgICUlRbMcTU1NuOmmmxAfHw9BELBu3Tpovb5JWcW6WbacLoIRzy01DLXy0079GL0EBE/+uAfxCYm6+calEn2QdIh5MNbrhK44tb8iexhNbHQULh3TV/5eyhA/VitovJZD1conzpc/P7BQOxvN/uOVclxcMw3Qo4t249K31uMf32g/WyP+eaEyFNiPfz9H/izFzC2qbsAPFuIoSix++FwA3tnK9NoP3UnMTkw3Pb+vMX2H9uiIu84Z6nVNmstO6au5nUYtkEQ7BBRUNGDB+sNeE0IpSYjRmOwkBFEOwWvyVtfo34DVPc6jtfz7+cP9OhcgRh8AgLOH9wQhxHTiYiViBY2LYWIt8e0DZ5nvRNGOcVmzDxUZITWvUqHdc+lomqQOR7161T7GgfSCKmazIfUcXrI9tRMrPgessJjXNWmYikiHOV0ESZlFuHWBJ/Ppo9NGGp5PrW1Xt5tgLk2rBe/rx4sRnLqo0knT90cT31OMC371+5vw1WblRFjd5rT6L2vpz32Lp+4Ps64di2vPEOskNkZ8D9X3caCwGg98zZ7bYHjvOK/VAzW0SSF92yz15Y8eQT054mYSOrS0tGDw4MFYv349KisrMWvWLNxyyy3Izs5GSUkJbrjhBsyaNQtlZWWYNGkSbr31VvnYGTNm4ODBg8jJyUFSUhJef/11LF++HABwxx13oKamRv778MMPMXz4cEyYoK8NnTJlCr799lv069cPgL6ZxOQ52jFQa9zCW3qBdm55AHhzlf7SNyHAr7uPAwAec2e/W7g1G1e8s0FuUHSZRr8oJg8xWxoy6pv1Ou7YGIciFFdjswtT3NoMSavofTLpPjyNfZNGHNcOMVGmDh9/7Dkuf55z3any56kneWtUAOBgUQ2Wp53QfbEP6miA1Nlw6JSnE2atQnxCIibPWYOEX/fh9z3GGui73QImAHx0xwTZC5xeQtp1rByT56zBoxrxIellMBZNzoRZq7y2PX7JSabHOSiBU2H36SL4aN1hNDQ7Max3nOKY+IREXPKWd4Y9msYWF37dfRyvLstEFlXfajvZi99cpzmRc7lE7ZjacVWtAbEKbef77FVj8ML0MT6dR6oqyTxk3oosDHt2KcbNXIlsDftGfzhYWI3hzy3Fv3/Yw7T/uMHey+7rDxSjqcWFi95Yh+0qe8NVT57vtT8Lk2avlgczQg2o3247hviERNGj311Pv1B27Usfm4oNT09DQ7N40AdrvR1U1YOkOn3w0z8bZ6z0hakn2RdFQo2ecFJS06ipNV5HpV//21c7FenTh/dWhiebporr/MZKZaY/tQZU6k96xrXDB7ePZyi976w/oEwjL9m9782rxDUfeBRFWunh/3rmYMWKwowlSqUAnV3PRaC5dPKZBT+SUAjD14wbiEemjcDrN52OK0/tD8DbgXXuskystrD6++Slo0w1rhmUXFJa65nUCoJgaubgEAS4XAQv/bHfy/zCKiGocp8IujAcFxeHGTNmID4+Hg6HA1dffTWGDRuGlJQU/Prrrxg7dixuvvlmtG/fHjNmzEBqaioyM8XEGQsXLsSLL76I7t27Y8yYMXjwwQfx1VdfaV7n66+/xt13360r/LVr1w6PP/44pkyZgqgo0bZSz7xADxYHgYfO109K8MmGI/Ln3m6nn5f+SEPmiWpDe6unNcKu0Jhllzo450o5MYFEl/YxXumHe3eOxeAeHXRDJmlV1zi3ve/7tyk74BevPkX+rGWC0ZfSSJ01vCfecC/XmjmK/LrruOZ2PeFSHby+vUG2JDOuGSeGZbtxwiBceVp/WWiizQmkTk8d/xIAjhTX4r6vRG1A1w7mCUe0kLKtmSEJnE0tnnp5f+0hvLY8EwmL92oOMocsZBSrNdDmHi6ulVOd07gIQZRD+z0yWqaL10h88si0EbJ2Wx2CyMgpTY2Wl7RWH3LFuxu8tmnB4kgIiHXkL7MTM/Dool04UlKLW1X2hkN7xuHPf03BgdlX6h4vOcI+dpFSK5nt1tBqDb6v6NjcnzKgi0LLrBbeAG2TEDp9rh2pwwHg3BE95c8H/RzYX7vxNN3f9N4Xq7az0Q4Bl57SF+/dNh7pMy9XOCjroU54Ij2rn/9xDq4+fQDztekEMDT/vHAEFj98Ll694TQ58Y7E31UrdHQz2WuSXIMQY+XNQCpSkculrRmeszQDk2Z7Kwq02JPLluzDX/59MaWkEMSV11smDcaxMvFd+r/FStPJfgZJVbS4Ymw/fLk5m3n/2z/12AdHOQQk7lOOR2/fqjSPWrDhCLIKq7Fwa46X+QXN8senyg71enAzCUYKCwtx4MABjB07FmlpaRg3zvNQ4uLiMGLECKSlpaG8vBz5+fmK38eNG4e0NO8scjk5OdiwYQPuvvtuS2VRy12STc44KvYmjZ69JI2e8wgARYMcTWkoAY9zndZALHkt62Em08dEObAl4SIsvG+yvE0tFDpdLvy2+7iXtkZxHff/Zfu9k3MMpzSNasFU0hbRjB+ijCxw08RBGD+km6mNq55xvpb9Yvbc6ZpesIN7+BYHdeLQ7lj/9IV44+bTAXg8bA9Sg+Igk7SoazNFbcAQt2mFUWgtf5Da9m2feoQkySlREAS4CEH7GOPuYKBBvFgzwWVFmretuNNF3JMd72eYabDaosXTl4/Ge7eNx4anp3k9+xsm6MfuVbPowbOZ9tNqw1qcM6InU1KG3p3Zg9ifOrCL7m8d3ckkhvTwnjCcOrAr2kU7FBNhWmv45d9E2+0nLztZcZxk+qT1rm06VGJoHPrrP8/V/U3r1Z27zCNcj7ApecP/XTFanpS8dPVYv85165lDdH+TVmnUTqMdVH3ryX294wjTSP3lNeMGoGO7aMTFRkNtZSH5PEg0qtqjFAfW3wgcc64/FW/cPA5PXjoKE4d2x22Th+BzlY3/fecpV/30HCO1nGkJiCJmsnrsos8k+ueI9Zc9dzr+9+h5AMS6UIdkvEsnI6FWKDia1U9eYPg7K09cqj1G6yWmGdnbWluPjnJgoioaz9/Oi1d81+t3ohyCwlH3/dvGa8Y3Zwk3OryXp9zSSumDU5XtobVkoAup63JzczPuuOMO3HPPPRg9ejRqamrQu7dyOahr166orq5GTU2N/F39m5qFCxdi6tSpGDbMWqxdWqP6wvQxuG3yEDy6aJdu7FOWwNNqpdfIPp1w7bgBeHOVUlOiXkaWZlO0GUDiY1Pc9snG0i6LgjsmyoEO7oFTKxsTy71JgnqKwsvebd5BlVGKN/n6jafjmcV7DScR9Aw1ShBMy6HWcKvLwcLGZy6C00VwoqoBDc1OdG4fjQ+TDpsmExEEAUN7emtml6Tm45nLT8bgHh3lAb9zbLScBfDgnCvx+I97kLi3AFeeKproSNrLxMem4pYFW1FQ2YA//zUFV79vnvpTmpUbhfGi+yNJCB3h7oB7xLWDi4gDZ+asy1DV0IxXl2bit91Krfus65SCxLkjesqhgpbuK8C5I5QmLf/9yyk4a1hPXPXeRpyvEYD/YFENunSIwcg+xsKBGr3VnvYxURiioTW2suJDD9j0Ydlzp6PF6UJ+RQPOn5eEs4d7ZwrLnjsdK9NO4H+p+fJKQLRDwNZnL4KLiIPQP79LwdJ9nsnjFWP7MZdNLpf73RrTv4tiKbRdtAOTh/XE73vy5axvY/p38ZqQ7Xz+EsX3qSN7Iy2/Uo65Ld3LntwKXDd/s2w+JfVJj0wbgcNFtViedgL3nBMvZ+cb3isOA7t3wDf3e+yZJwzpjstO6asZEk4Smo68chUeWbQLy/afwPUTBiHJbT5wxuBuuis/VnAIApJfuMR8RxOMkjYBYszy0f06e/kM0MJAl/bRWPHE+ThQWI2y2ibZVOrdv56hayLjELztPBdtF30anrhkFN5efcBr/JCu6Yss/Pat4/DEj6mYPKwH7jhLW6ikUU+i6aJ21BhbTu7bGbOuOxW3LNiK0wZ1U0QP6qSKpkLft8ttMyy9l6cNFGWBPqox4O/nD1c4g9PQE5PxQ7rhl3+ci4yCKgzp2RFd3AmFMmddgcwT1bhu/ma9W7YE3Y9M0TH7U6+APnnpKIzo3QnF1Q0Y2isOU0f28lLkXD9+oGLFUW1uNrp/Z/TtEotLT+mrWJlxCB7lyB+PnKdpcqUuN8300/ujS/sYPHXZKMWq8cxrT8XMa0UTR9pemWuGTXC5XLjrrrvQrl07fPDBBwCATp06oapKqRGqqqpC586d0alTJ/m7+jc1CxcuxD333CN/P3bsmMK5Tg/64T8wdTjiYqMR5XDozmxY7I9ozfBVp/XD0sem4gK3/RcthKqXuaT2QzdiaZZvlv7YzExCQnoBtTQ+LDasWleRTiUInvqUOiDpetqysHhgjzhPx5acU46tR/TDyYjn8t9TXSrbwG4dMKJ3J/Tp3F5+RjSzKFtmMySvdakYiuDxUQ7Mv30ChvWKkzUFdHE/v+dMfHP/ZJw6UHtFArB+f7Q9uBRlQno+9CDTPiYKfTq3110NoVn04NmyfW67KO9BLzrKgVMGdMHJfTujo0o7Vu52BpQmUupltlBpE6KjHLKGT/0eRUc5MKRnR5zSv4vCLpnmsrH98DDlpFnf5JQjbwAewfzla8ZiUPcOsrBg5XlKWvgx/ZV9H53kQJpDsjjLdO0Yg3M1oh1IZj/Ss5BONbBbR7x96xnu61B9kc75Y6IdaNZ46em+4j+Xn+xV3rnLMhX7X3hyb8PlWD30BvWbJ7KvGABsYe8yT1RjlSpiDi0M/O/RKQDEEFtj+utr+Gkc7pUbLSRbf/XKjPRcfNEMD+gqTp5YHdO8xi6I5kF3nj1EIXx6kowQTB7WA6ufvAB3ujXc540UTVliVCZ5dDewMq0QK9MLZbMqaVKs7iqevWqM7gSY3nXRA2cjyiHg1IFdZUEYEPvAM3QERF+gS6LXb6if7+Vj+2H66f1x73nDMO3kPpormmpfHi+tuvuU6snZ4eJaOYKJVdNQQFy1ffWG05hNwAKdGtwuQiIME0Jw//33o7CwEIsXL0ZMjNgQx44di9TUVHm/2tpaHD58GGPHjkX37t3Rv39/xe+pqakYO1aprdq8eTPy8/Nx0003yduGDBmicK6zQrRD0B2YWQRGep8P75iIdtEOedCqpcK8qJe5AOCZX1IV36X3wSzPOGv7lrRg9G285Lbtlcr98jX6y4rGjnpAxswr8P2DZ8vauugoKTat973WN7k7OLaiy/iT3coI9Sw77eXLEcvgkS8tVfVVLVFplTOKaluz/hQdRwRBtLc0c/SRjjOzqZagBWspeYQyXSdRdIxRGveqNcm66jRRs3nKAO+Bnd5bvXRqpi0wik1pNbOVlTYV7RBwiTuqysVjtB1HBcFYeKXraXma0oToTvfy7WVj+4rPX1oBslDGA+6kDn9R2YLSqyR0/frqGB6tmixL53QIHo2j00U0HWlpYhzaKzzSFkEQ5GvR+6nDYNk9QZpnEEbOH9TmALTOhO5WlKsQ+k/JIQjYfKgUNY2e2K+XntIXo/t1licsarOdFj80w1JIQtYJmvp9JITAIYiCuNYYKZ13ZJ9O8n3rC+2e43dkiw54Ryj7eoegrRApp/xSllLmiPQ9ddDQWgcavftUt20W0z1BEBQTKs02JAi6phlqbps8WPFd7/nHWGxUPybrR9QKJ0IiDD/88MPIyMjAkiVL0KGD56Fff/312L9/PxYvXoyGhgbMnDkTp59+OkaPFr107777bsyePRvl5eXIzMzEp59+invvvVdx7q+//ho33nijpsZYTWNjIxoaxLBXTU1NaGxo8OrQoxyCbFuZXVKLouoG/JKSB0KIwnsaEJ2lfA1xo57ZExCk5Su15HJEAFozrHEu1tlelNzpec4S30sUXCVvUyNZix70dx8rR1p+JR7+zhM1oX1MFM6hnFekcmkNanOWiraCh4s9k5VXrlc6q0w7ubeXx7beAKnluWwFtZAZFxvNFLdWisDhMXMRt2uVM5qK0ysFOWfNgigNQCzJVCQudGu7JXt0WkCVlvHpsnmhsUmyxx3QTd8uVuuWyk3iWBsJPuo41HYiaYqy507HeRraUsB8smn0+9nDeyJ77nT079oBUYKAyvpmNLW4fEqGMm10H8Xy/91nD5WfqR0pV6X2Lj0LeemdigDidBG5E9JLJay7ukaVUdJ8GT131luadd2pmH+7J4pQap5+qLsjr2iHmvSVqSf1wmmqVRX6nug+k37faqgkBxkzldlCJSHw1P+ukLdVNzSjfUyU7OuhHj+W75fMdKwP8VKxjKr7z39NkT+rry1HiVEpkowm8PLESLXdbPiMcghYpBEGkxYS//ndLjQ0O5FbVqcb81+LCzVWB32BfgZ6ce3VygHWMXwIJTR7JclhOBf9k3q81Ut0lR2AkIfhQNBthnNycrBgwQLExsbKIc0AYMGCBbjjjjuwePFiPProo7jzzjtx1lln4YcffpD3efnll/Hwww9j6NCh6NChA/7v//4PV1zh6TgaGhrw008/YfHixUxlOfnkk+U4xpdfLtqDDfzH54ju6om5Kjm5qe0x//OzUmur/v2WSYN0M89pCTBaDjnXnTFQIRBLL9WazCKcM6KnbnYv1hiB0vnodKnSYCYto7AKZ+rg51paRLWmSWJvXgUKq8RJCR367PazhuD2s4aIWkv3seoYrjuyyzAxvjvqm5xodhKkF1Th3BE98eLv+5nKrYdWB8IywZZm4ZIJjRQzWUtDoh4sAKC0plHhqDakR0dF4pf6Jic6tItCk1M8L50V7h8XjDAM/P/C9DFYl1WMd9ccVDi9ECJ2xnS7UWvGAW0NozSwSc/PjKMltRjQrT1+1ng32kU55CXQ4xX1uPfLHXj2yjE4uZ/3xPbQnCtxy4KthsHffcEoYx5NYXUDWpwuS2lJtViXVYy7Pt+OJ3UcbiQ2PjMNZbVNuHb+ZoWNJr1USbekphaXGPbMD2iBN7+iHlX1osDmcHjMPoqqG2Rb+GNldZrRTcpqG+UJDCEEdU1OxMVGq/o28Xxa5hQSrLaHt08egiiHgEcWid8vPFknNCTsz0hHx1Quqm5Al/YxSi29jma41l2Ht00ebKixVI8z7VWa4aYWF9pFO7DZna2MdeWIRjBQWkhIE8YL5yVpRrIQBM9kv7qhGX/9ZJss2EZrCIR6kzezRy4IgiL+uhSV5+rTB+DRRZ4INlX1zXLGPFYW3DURT/y4R2Hjz8I5w0UF0M7nL0F+Rb3ieQqCgEvG9PEKo6a2uIzVieCkhs4YWVnfjNyyOgzu0RFOF8GGA8U4M747cxsQBAFbEi7CuXPXAhDjjGvBGsEIAEb36+xXxKZg4pcwLAjCFQDeBRAF4DNCyFyzY4YOHWqotbjkkkvkUGpqYmNj8cUXX+CLL77Q/L19+/aoqGAfHLOzsxXf9x+vZHJYYkFPEAa8HQ4AYPGuPCze5TlGK5GH1KkuSc3HEo0Xe9Z1p2L+2kPMAqxWcgt1woNvt+XIS7tqjNKpFlc3egkx0kt5xTuedKWThnZXpLnVenHoAWugyhnoy83ZlkLMsEJ3IJ/dPQkAmy22NIA8/9t+DO8dZ9iRRjsErM4owskveJLOnKayE175xPkY/eJy+fuYl5YrfqcdGP45zVgY7trB03GOm7lS/vzVlmyMHdAFCnFX41a1tExxbjvKJ35MxRM/pqr295xkRVqhpoMfbcuc+t/L5Pt7/jdxMrMuq1hOE644d5QDX947WXEfelgxi2MZOKobWpBTWoeRzy+TozbQTii0EPH5PZN0z3PEHat4+9Eyr1Boagb36Chr4PQiWbxFOeWuzijC6TPEuvE1WYtUF0/+pHyuTS0uuY/5dptSK6eOOQtAdogzcvCU2srbq7xDsElI9br+6Qtxwbx1uvtJjzDpPxdiSWo+BlgMW2WF1286XXM7fa90Rkq6LdJtTXq2tHDDgpRy/Y7PtmPc4G5Iza1QxGbXco42Q1oGZ7EJza9sQHZpPjq2i8L3O5TL4VEOAQ3NLpw2Q/mOGmmrS2ub8EtKHv7zc6p8P0aoTTSkbJGAGP1GmoRNfkWZK0BKkGREbHSU5TTYgMfRuHfnWE0Hb0kQjk9IxGMXn4TDRTXYRvnGnDqwC/MYfsuZg/GDO7HXT8l5XnLHzuxy/PNC9g5wgE7EILo9662YaSElaiqqalCEWgxHfFZrCIIQBWA+gCsBnALgNkEQTjE+qvWhDmHjK7dO8tjjjKDCqIzozT7LijUIffXEJaNw19lDse25i5nP1ynWu6M8WqK0qY41mNUZzdpH9PG+r8Jq73ibyTnGCUTUaGksWTAKR6V5HaqqpRBPWp7RairqRcEj80S1piBMh06TZt7qNMc0ZrNqWhimtdmPXeydjKNnnP5Am5ZfpYiHmp7vHdpMSzOn5xACeOL9GqXSff4qT0IMPY3Ya8uVk5KkNooAACAASURBVGOpDrt29C02sxEsgxAdGUHS2tODtpRxUBCAi8eYZ/ZjRc8k5pv7J2tu95THWpxbCT3NoLqPsANJQNKL3AMAeeWiYKMVwYVGeobDesXhsYtPYhYsWPnjkfPQrWMMdr94KW6ZpLSz1HLKo6PS0GVRxHV39wFaMd1/orJkqqml7IilNkhrp6WVix8fYgsZCIh95Yy/nCKHjDRCKrdaEAb0TdW0kpPMutbjnCytuuoJwnTcaDW0AF9s0O7V8eb1eP82/aRdar574Cxkz51uKTrOe2sOInFfgSLj6/7j7GElJwzprptVVsLIJE3rtyWPTtHY0z8mv7LGFtOtQOKPZngygEOEkCMAIAjCDwCuBWCeVzZMkbRUN0wYKG976epTcP34gSivbcLofl3QtWOM6HUfHYVohwBBEAeNumYniqsbUdPQAhchiIuNRv+u7REbHYUoalkREDWdtFe0kcYEEDunUX06o39XfaP6y0+1PuhKLy0dk/GBqcPlCBYj+3TCl6qYkjRay10DurbH6qcu0PS8Zgkeb0Y3CwLQwxeOQGFlA0b06WQ5LS8dP1HS/tGCzd8v0D7f+MHdNbdLbH2WfbLCAi3g0oLpYxeNxPjB3RQTL4dDwMd3TsQ/vjVPY/3EJaO8Qst10oiBbJTQQh3tQAu1k5QZCVeOVggcqf+9zDQ9spkwNGVkLzlzopFwz8qEId3Rq1OsoVbYjA4xUfLKjWRn2N39rNVtz8zZUvLUt4ras19ipMF7rNUefvr7ObhFJxXvWLfjZZcO2vW+4K6JclKH0RrmMnaw56VLccZM46QNH985Uf48bnA37HnpMs39Lh7TBz+n6K8KatmMDu8dh/HumLFaESYmD+uhG0XjgE6mTTVnDWdvA4Ig4F5V7GBf0FJcvHPrGThboyzxjEvvR165StdcZsFdExXfzx/VSzerm17oNTU94trJdT/yuaWGTvPnMNbx3hmXyas2WqiTmphh1L/dcdYQg/Cj2iYPapt3XzjyylUgAJKzxVWvdlEO2yeldiP4Kq0LgnATgCsIIQ+4v98F4CxCyKN6x0yaNIkkJyf7dL1gsTO7DKcN7Bp0OxdCCFxEtDVtF+VASU0jYqIc8gCopqnFJdtmRQmC37aLvnKoqBoOQfBKH6pHfZNTYQ9FIC7jEhB07RBjySGsscUJp4vIgrdkW9zU4kJjixOd2/unOdx/vBLtYxyKmX59kxMpOeU4Z0RP3SX1yvpmvLfmIHp3jkXfLrEY1bczth4uxfgh3RWB0vflVeL3Pcdx5an9sCq9EA+eP1xzabLF6cLqjCKkF1Qh2iFgaM+O+HJzNu49Nx7XjR+o2FcM5WWsUc6vqMfGg8VwEdFxJzmnDEN7xuGmiYMwikoIUFzdiJzSWvTp3B7FNY1eQd4lVqSdQNcOMUjJKUefzrEgAM4a1kPW4GUUVOGF3/dj8rAe4iQySkCX9tEor2vGvy4aqegk88rrkJZfhcPFNXAIAsrrmlBS3YSHzh+uaTvMSlVDM/7YfRyFVY0Y3jsO320/hm4dYvD2X89QhFViYW9eBX7cmYsOMVHoHtcO8T3jcMWp/SzbZ5bVNuGpn/Ygp6wOsdFRGNS9AwZ0bY+bJw3WDasn2YSqyS2rw5zEDHSMFcNCHSishtMFDOvVEQ9MGe6zbeyS1Hzsz69E706xWH+gGH85fQBunjQIgiAgNbcCv+0+joq6Jtw/ZTjGDuiie52y2iZZi9ihXRSKqxvR4nJhVJ/O8jHfbsvB7MR0/OX0AbhvyjBZMNx1rBzVDS04b0RPuZ9rbHFi6+FS5JbXIyW7DKcN6obK+mZMPakXzoz3jgFtRm5ZHZwugjs/346enWIxonccTh3QFcv2F+DbB85i7pecLoKl+wqwP78SVfUtOG1gV2SX1uLs4T3Qv2sH3XBqhBAcLanFsF5xloWGD9cdwpqMIpTXNuG68QNRVN2AKSN7Y8KQbl5L04QQ5Fc2iM/1eCVOH9QVu49V4OIxfXHjhIGWr13V0IyP1x1Gs9OFbh3bYeyALtiZXYYHpgxHTLQDT/20By4iCvk3TRikGQdcoq6pBaszipCcXYaT+nbGtsOlaB8ThZF9OuHSU/qirLYJk4cpn+3+45VYmXYC54/qjUmq504IwcKtOThQWI3TB3XF9qNliI2OwlOXjWIOC6bmt9156Nu5Pbp0iEFtYwvaRTvQ0OzCpPjuzFEbALEPTsuvAiFEjvM+tGdH1Da2YGjPOMt9SYvThZKaJjgEoFvHdmhoccLlIujmNrs5UdmAoyW1GNW3E2JjouQxWK/MLhdBSW0junVohyiH6OjbpX00HIJguS+prGtGx9goS/VjF4IgpBBCmLQS/gjDNwO4XCUMTyaE/Eu130MAHgKAIUOGTJQc1jgcDofD4XA4nEBgRRj2R1TPA0AbTA0C4OXVRQj5hBAyiRAySZ1djsPhcDgcDofDCSX+aIajARwAcDGA4wB2AridEJJmcEwxgFCohnsBKDHdi9PW4e2EYwZvIxwWeDvhmMHbSOAZSghh0sL67C1CCGkRBOFRACsghlb7wkgQdh8TEtWwIAjJrKpyTtuFtxOOGbyNcFjg7YRjBm8j4YVfrtOEkKUAltpUFg6Hw+FwOBwOJ6iEJgQBh8PhcDgcDocTBrQVYfiTUBeA0yrg7YRjBm8jHBZ4O+GYwdtIGOGzAx2Hw+FwOBwOh9PaaSuaYQ6Hw+FwOBwOx4uQCMOCIAwWBCFJEIQMQRDSBEH4t3t7D0EQVgmCcND9v7t7uyAIwnuCIBwSBGGvIAgT3NunCYKwh/prEAThOp1r3uM+70FBEO6hts8RBCFXEIQakzJPFARhn7sM7wnuVD2CINzsvgeXIAjcM9RGIqydnCEIwjb39ZMFQZhsVz21ZVppG9HcTxCEewVBKKbK8IC/9cNpfW1EEISOgiAkCoKQ6S7vXOq3JwVBSHeXa40gCEPtqqe2ToS1k6Hu9rFXEIR1giAM0jsPxw0hJOh/APoDmOD+3BlivOJTALwOIMG9PQHAa+7PVwFYBkAAcDaA7Rrn7AGgDEBHnd+OuP93d3/u7v7tbHd5akzKvAPAOe4yLANwpXv7GAAnA1gHYFIo6jNS/yKsnaykPl8FYF2o6zcS/lppG9HcD8C9AD4IdZ1G2l9rayMAOgKY5v7cDsBGqu+YJl0TwMMAfgx1/UbKX4S1k58B3OP+fBGAb0Jdv+H+FxLNMCGkgBCyy/25GkAGgIEArgXwtXu3rwFIs6lrASwkItsAdBMEob/qtDcBWEYIqdO45OUAVhFCyggh5QBWAbjCff1thJACo/K6r9WFELKViK1roVQ2QkgGISTLyv1z2IikdgKAAOji/twVGtkaOdZpbW3Eyn4ce2htbYQQUkcISXJ/bgKwC2KGVxBCkqhrbpO2c/wnktoJRCF+jftzkrusHANCbjMsCEI8gPEAtgPoKzUA9/8+7t0GAsilDstzb6P5K4DvdS7DcrwRA93H+Ho8x08ioJ08DmCeIAi5AN4A8KyF83IYaCVtxIwb3UubvwiCMNh8d44VWlsbEQShG4C/wCPY0NwPUTPJsZkIaCepAG50f74eQGdBEHr6cu62QkiFYUEQOgFYDOBxQkiV0a4a2+QwGO7Z2GkQs+FZPp4Bf4/n+EGEtJOHATxBCBkM4AkAn1s4L8eEVtRGjFgCIJ4QcjqA1fBoozg20NraiCAI0RAFqfcIIUdUv90JYBKAeVbPyzEmQtrJfwBcIAjCbgAXADgOoMXqudsSIROGBUGIgdjgviOE/OreXCgtM7j/F7m35wGgtSSDoFxmvgXAb4SQZvexZ1HG69cwHK8uWxR1/Ez38fRylOHxHPuIoHZyDwCp/D8D4A50NtHK2oguhJBSQkij++unACYa7c9hp5W2kU8AHCSEvKPa/xIAzwO4hmovHBuIlHZCCMknhNxACBkPsa2AEFLJWA1tEz1j4kD+QZwRLQTwjmr7PCgN1V93f54OpaH6DtVx2+A2JNe5Xg8ARyEaqXd3f+6h2sfM6WWn+9qSY9RVqt/XgTvQ8Xai004g2p9d6P58MYCUUNdvJPy1xjaitx+A/tTn6wFsC3X9RsJfa2wjAGZDFMocqu3jARwGcFKo6zXS/iKsnfSStgGYA2BmqOs33P9C1eimQFwO2Atgj/vvKgA9Idq8HHT/7+HeXwAw390J7AMldAKIh7gE4DC55n0ADrn//kZtfx3iDM3l/j9D5/hJAPa7y/ABPAlLrncf1wigEMCKUD/USPmLsHYyBUAKRFuu7QAmhrp+I+GvlbYRzf0AvAogzd1GkgCMDnX9RsJfa2sjEDWEBOIEWirvA+7fVkMcZ6Tt/wt1/UbKX4S1k5vc5T0A4DMAsaGu33D/C2oGul69epH4+PigXY/D4XA4HA6H0/ZISUkpIYT0Ztk3OtCFoYmPj0dycnIwL8nhcDgcDofDaWMIgpDDum/IQ6txOBwOh8PhcDihggvDHA6Hw+Fw/OabrdmYn3Qo1MXgcCwTVDMJDofD4XA4kcmLf6QBAB6ZNjLEJeFwrME1wxwOh8PhcDicNgsXhjkcDofDaSMUVzdiVXphqIvB4YQVXBjmcDgcDqeNcOdn2/HgwmQ0NDtDXRQOJ2zgwjCHw+FwOG2Eo6W1oS4ChxN2cGGYw+FwOBwOh9Nm4cIwh8PhcDgcDqfNwoVhDofD4XDCkCve2YDZf6bbe1Ji7+k4nEiAC8McDofD4YQhmSeq8dmmoyG59uw/0zH19bUhuTaHE2x40g0Oh8PhcDgKQiWEczihgGuGI5A9uRUoq20KdTE4HA6HE6YIQqhLwOGED1wYjjCcLoLr5m/GhFmrUFnXHOricDgcDsdNQ7MThISH0W6YFIPDCQu4MBxhFFU3yJ83HCyWP9/1+Xa8vjwzFEXicDiciKW2sQUJi/eiqsFY+ZBXXofRLy7Hoh3HglQybQj3oONwvGjTwnBjixMVdZFlTkDP9l9dmiF/3niwBB+uOxyCEnE4HE7ksnBrDn7YmYuPTPrXoyVisoul+wqCUSwOh2OBNi0M/+3LnThj5qpQF8NWWpweaTi/ssFgTw4n+CTuLcDcZXyFghM5SJpWl4ndgQDRSJebJ3A44UebFoa3HC4NdRFsp110m36knDDnkUW78PH6w8ivqOcaMj/JKa1FaU1jqIsRcKa9sQ6XvLU+1MXQxSF5opkIufJuIRaGQ319Dicc4ZJThBHLhWFOK+CGD7fgn9/tCnUxWjUXzFuHKa8lhboYAedoSS0OFdUw7+90ETz50x6k51cFsFQepKAMZjKmZz8ujXI44QaXnCKAvXkVyCkV7dF4N8sJJyrrmxGfkIjl+08otp+oEk14wsWzvrVS3+wMdRHCjtyyOvy66zj+8W1KUK/b2tpyKysuhxNQuDAcAVzzwWZcMG8dgNbXIXNaH4QQvLXqAAoq6033PVIsavQ+Wq/tXMSba3BYl1WE+IREFFVFvh+BZCrW1OIKyvUkM4nW0pZbSTE5nKDCM9BFGLyjs05RVQM6tY9Gx3b8dWAhvaAK7605iC2HStCnSyyW7juB7LnTfToXb6/B4bONYjaxrMJq9OnSPsSl8Y19eZU4bVBX0/2io0ThtMUVHGFYsgV2MdpJ+CI0u1wEDoc9WTKc7oJycw0OxwPXDEc4Jyob0ODHUmpDsxN/7s2PaI3z5FfW4IYPt8jfXS6CH3YcC5pmqbUhyRj1zU4s3XfCeGcJnfYTye0qnNhyuAQAsCKN8XmFIX/5YJNpLF/APGrDntwKNDuD/27L5fLh2OUBeG7bj5TZfk4JOt49h9MaaLPC8PykQ6EuQkBQDwBnv7oGD3ydLH+3KuC9vjwLjy7aHZGRN2gyT1TLn5fszUfCr/vwwdqDuvs/8HUybv54i+7vkYyWV7yvEy5TbZoGVQ3NmDxnNVJyAjeYRxpSPSdnl4e2IH5S38TezrSaVtaJalw3f7OtCYiOV4jmQusOFBnuJ703O46WWZ4ElgcgHn5JACORHCmuDdi5OZxA0GaF4QU6NoytHa2lr02HSuTPM5akyZ93HytHam6F4fny3R19ZX3bSe1c5b7X0lr9AWh1RiF2tnLBwl/olqalaXt/zUHMTszw2q48h3VpODW3AkXVjXhr1QHLx7Z16EmfFhkFVSgMY7tiup0dLKzG+2v0J6xaAqckAKbZGGkiJUfsB8wEQNrIYWV6oaVrBGISIwj2mF1o4c9qJIcTCtqsMBzIjiCkmMgW2454NLzXf7gF187fbLh/pFYTC+F474QQ2eYvVHg0w8bleHPVAVlQ0COntM769X1IXlBZ14wsE0GQA1z57kacO3dtqIuhC932b1mwFW+uOoDaxhbFPtIEK1hvyd68Sqb9WqiyVze0GOzpTSC6IjvPSQjBzmzPSs2Xm7NtPDuHE3jasDAc6hIEBrMBwBGpN95G+GTDEYx4bikq68JLU++r4HHZ2xssC/e+JC+49ZOtuPydDZau01YJ9WTLCFqglEy+apta8H+/7PVavaqoa8bsP9Pl7++vOYg7PtsenIJqQGtLw8FW3s6hYE1GEW7+eKv8nYf847Q22qwwHKmY9bFWHZLDJWtSuGLFhtEOfkzOBQAU19i/lF1e2wQXgyC0/7ioCaOX3P1pH1L4NVZ8GcPNzAMCyZlzVuPq9zeG7PqRBC2oS6t7327NwY/JuR4bf6otfrbpqPz5zQCY1ezNMzYzo6GFz0jrT73sjyPs/jiRT5sVhiNVP2pmgylYvHOPB3Rge7evNh9Fbpn1JfNAYOVO7/1yR8DKoYlcOHtbcGFVA8bPWoUPGBxLNb3Q/WgeJ3y0UfWlTYZC61lc3Yj9x4OTDS3SMRIiP914FC/8vi+ocpiZzwUNbZpnZ39aUtOIrzYfNd/Rqzy2FQEd2kUpvrsiTdrnRDxtVhiOVMz6IK0OsKCyHvEJiYhPSAxJ6KXqhmbMWJKOqa+HV2pZlonD9qPBjWggPV67rV0kp6lVDI49UhxXmmDGLBUsJjmopsJx1Vi01Qw0TS0uvLo0gylkGAe4/dNtsomB1ivw7bZj2HCgOGjlkRJ8WMWyrGjwvv9r0W7MWJKOg4XWVj/slFfVPjh7LEwSOJxwoM0Kw5HiQKe2PTPr37SWizcd9ESbmEXZ2NFU1bcgPiERS1LzLZfRjEh5Fv5S3+TEzR9vQeYJcy2i3TUm2ZKzaHTOjO/htc2fgdXqsVZNd2gn0brm8BKG/5eajwUbjuC1ZfaF+gpXsktq0djin1lRaW0Tfk7JE7/ovARP/7LX9Dx2hYqMiWIfQuniWl2giDLoI6Wwa00WYydHMdrM7T5mHslCfaqWMLY753C08EsYFgQhWxCEfYIg7BEEIdn8iMjno3WHMTeIA5vaWz9QjhnZpWLYoE82HLH93EYdfSgIxQrfqvRCPLpoF3Zml2PmEu0JCRC458ucRQvA4B4dvbYFs8qsthY65FW4jdHS5KNRFf97TmI6Xvx9vy3XCLZduxa1jS248I11+M/P5oKqGQUV4iqG3A4Y+g8Wgc4XWAVKQDnpt2pGsPWIvvBudaVEYmjPOKb9rv/QPJ66FfO7+iYn4hMS8Ys0qeFwwgA7NMPTCCFnEEIm2XCuVs9ryzPxcQBjGOeW1SmcnNRJNHyRlehO2mtcERT/AmILds0Hm2w/p53UNLYEPHrDgwuTsSZTDNrP4olttzbdE67M/Plq7WJ2XCBkUF9MM8LBi59G1sirpPRPNx7FN9tybLlGeoF1e+UMH44xQoqksOmgfSYMVt4BFoFOosXpQnxCIr6gnO/sKAO9p9V2mFdez3ReK9j5Lljpjsa8tBwA8O4aHiecEz60XTMJ6nMghVc7OVRUjamvJ+HjDVR5bZCJmE7h3iktvwqnuDszI6SsTCwcLLIWTSDYnDVnNcbNXBm06xmNUf4MX7lldboDoL+ytT8aVyvaNcB3TZivxwQSaZXdGcCClfqQaWzhVnsEcYmAmkLZXHcNbgXDmyuzTPdV39XTP6fq7kt0PvuLr1VrZxl+2Jnrta0tJWritH78FYYJgJWCIKQIgvCQHQUKBcE0a/CHXLd2gPbmVy9P+TsuqM+n1c/WmSy7bjhQjPPmrsXSfQX+FSbESINMbZCXmVkeodXxb//xSkx9PUk3GL4Vm2Etjax5FBN9BnTrIH8ur23CahMnPn/kKqPbc7mInHExWEj1HsgoF/G92JbDab7fcSwAJQkPIdAMKxpTdRl+Zlz6D4dYznbOIbScFh/5blfQrs/h+Iu/wvB5hJAJAK4E8IggCOerdxAE4SFBEJIFQUguLg6el68ZYWam6jNqpZovS8dGdSFrdCycVkp1aiXsUCTy8frDvoWLMxglfB1A1mSIJhgzdRwkpXbk8xhtchzraf/+TQoeWJiMMoNU2FbPqTxG/6iPNxzGuXPX4rDFuMe+0Ox04XhFvawVD2QoKquxxa1QWdeMq97daGpGJBXBjtuUniHrbb2+PDyUHf26tJc/B0IYtl63gZVGNx0qMfydC8OccMIvYZgQku/+XwTgNwCTNfb5hBAyiRAyqXfv3v5czmZaoTSs0XmoY7T6ZjNs8Jv+pU3PZ3df99Xmo4hPSERNY2AiAkiB4+2wpSuqasDcZZm4+wvrcYiNbIZlQcBi8317tbF9HmuKZUIIdmiEk/Onxuhr5pSJzm5qW3gaB2NZtTCSQbYcEp2UAqUdXkatlJz8wjKcN3etvMqzdF8gQxoGrq977vd9SC+owriZKxUh7LxKEIAiyOYyJvt9uC5wZnBajmN65gG0OZC9Yc3c57T4FkpleOLHPfhzr/1Rgjic1oTPwrAgCHGCIHSWPgO4DIA97s8cTbQEoR925Kr28Y9jKk2mHGXAgiYjUEPvF+4l/pJqdhvIRxbtwh2fbWPad9Ls1Yrv/tyHZANa12RdcG9xmmuGrSZPMYdNsFi04xjeWX3Qa7vZBGVvXqXub9I1U3LKUVglPltjTamkTTW8pPa1jLTuPrw9RVUNzOEGH/5ul3x9qey/7T7utd+hInuz5fkiiN40cRDTfuMHd5M/nzbD3K7eVqct285kLwmLzSNm2Gkj7nF+1f6dECLbjdMmSDWNLZi7LBO/7T6ORxfttq08rISbMyunbeOPZrgvgE2CIKQC2AEgkRBi7lkVJlgdIPYfr0RydnATLOhBFz0uNlrxmy8djJFg5WDUvmjxx57jls0EjDSCvmicE/cWYPMh9piidnXQ/gitLAOl3Zo2j7bVeL+jVJgymovfXO93GehQYoaisD82w74fqsnfvtqJf32/G0XVbFn0pPirI3qLdrz0JKLZHSe2OgwSg7C8BklZRZidmMF0Pr33oKiqAfEJicgrZ+8n5HfLfcpCHzMY2oFWW9x9TM88zFOpwbQZ/nZbDibOXo2DhdV4YKEnAurnm462GudxDifQ+CwME0KOEELGuf/GEkLm2FmwcOPq9zfhpo+3Buz8LhfBy0vSkJJjTeC+bGxf+fPKtBM+actYzCTUmjoWobGwqtFyVjkjEwGP3WHgBhJC7BGYpHP4IrgZaUUDdetWHOjsRrqkg+qNshgSj/hkM2xwf75MXCT7+KcZ4+c6XQSEEDRraP+fcSeLCIckNIt3mTuC/ZzsHUHAKnd9LpoRXfSG9cmU9Ch/SvYtXq2ZBt7X53DtGQM0t9NNL5jC8PoDou3uarffgESos8RxvTAnnOCh1cKEkppGfLk5G0/9pB+aR4tYKh3oQ9+kYPl+eyM4FLuX19RRCIz6cn/G8kYDYdgfLTUrdp/bl6rILatHOYMDGSvrGdLTsmR1a3a6AhohpLzWY2v522590wO5Tn0Q3O2U9ZupjF/7juubgaiPefGP/V7mSIC5qYmvhEMcWvmcqu/XjR8IALj1zMFe+za1uHDluxuZz2WVaIf/w59W3ToYPBZZhGHW8JRmK2bS7+o2F+oVCG4lwQkn2q4wHGbSsKQRLanRF4JYOo+3New5zVBrQP6fvfMOk6JI//i3ZyObYMmZJUgQSYJgABVBJZj1TJzoifH0PPW8+2FAMYIYTj2zqIiiGDAvOeewZJa4C7uwLCzL5rw7M/X7o6d6anqq00zPxvo8Dw+zHauru6reeusNy/bnYOTrK1HldGHdEb5HsJ4GMRh7Vt0xwmIa3kCxQ2sTrCAx8vWVQZcBkFcc7jbhxCfBWDP87vIjyC4KxZK0fE928NezUaffq5nkJGr0Xq0Zm+Elqadx75xtAIBznl2kbP/HFb1M3d/lJvhmMz9sWT3rklBoZ6IZxveAfbcRYZLnf/+h6Mkfdtme/IOltldBfOIMG9x738kiXDLTXB9gdsUslFFFAiEQG32BIFQ0WWG4vvHZOjnNcWmVE8WVNXjo6+3YlM63dV11KBeL98ne5+r+LxBBTt1H3j83BVkFFbhrtrYQpdfvBjPRMDdAhdJMgihOTVs4URPMX0f+P9ClVq3YxnTAM3vZQpOB781cz0oilWDRn2zJHM4ptWxWFOwA/ODX27Hy4Bm/7WblKr2lad47WHXI/15WCfSJq13a9vtWYWN23/2lf7/Cey9aE3HlnCCFWTt6kUD7umIDrawlXwuDFTNaROqcKhAI/GmywrD93vjBwWpGBk5fisWpp3HHZ9pREL7amBHyMm3VcRh0E6KkWLUTPWHezlilWhAAl/eRQwCO7ts2dDcKEKqZXX3IXMzuYLTcE95dhwteXY7vtx1HVkF5yFoM733qfgdMQTYftSgMh+jb2agxcVXTJj7K8Jgw5gH/9uW2gMtECfSZjc4LtA9lhVy9bIJaIcqI6v9AsSJMO11u/LIzy1RUnT/3ZOMMx6mPvR3ViGuh1pQ3iwjTLRugHWWHfk7LD+gns7Eb2o9qIcwkBPWJJisM1zeGJ7U0PIbtPAKNN8sjkGu8tfQQ+k5bjMw8fnSBQNHVCHoKmplXbinUmx7qAfHV5AOKLeFHq9N1o1vUJRlnzdW7VU1oVkEFXHyeowAAIABJREFUkqYmI2lqMvafKkZuSRX+b8FejHx9FQrKg7Nj1orGsiT1tF89630HDuaDfWPJIfyy0+tAlVtSheveX49TRXwt9tkAUhObwayg4dBpbB2ay5n4wg0EJesE1lbsNCPQeqK6VElodSG8zV9uyMAT3+/GT34Z5vyf4ER+heIYqMVn645h6MvLAMgmEUlTk7HyoPcbUn8DepND6sT54h/8hDq1wcQBHfy27dUJpygQ1DearDCsHpO0TBJqC6vDzuaj+fhlZ5bf7Do+Opx/gg41ASyHfrbuGADgJZs7YF3HPM//981NwTsGSSTUHNXIKqauvzkbM3yWKM3GkFVTX2zS7dS+BJuWWisaS9qZUpxW2SJbmes88f1uRTv2Q8oJ7MkqwtxNmdxjZyys22xkeg5hcZ4wiUZaQ6sErBm2tRS+0PcVTAKVYL9tK8I+nUTlmXRspSZFhBAkTU3GE9/v8puY0mv9vEM2y/puq3Z0jmqX23CVR6sOA9HgO1VjQrFOQhUtjOpKKIYF9YmmKwyr/r7js80o1NB8mY0hGgyBaGGe+H43UlQ2k2Y8hNcd8V1i35sVuJPKCo79ZDChocwujy/aZy1jl5a9K+9ubDreYLVjJwsrMHdTRlDX4DF7/TFT2nFbM11ZOHbAC0tMH/vrrmxc+ob5EHy8z8tsEoOuLWNM36e2Oa9Tc5RXO3HN/9bbet1APwGj7yuYtrHpqKx8oH2FlSQU5Z6oG4FM4lncVk7XyPKm1dVRwZT2Z7/sPKnZFps3iwAA9G0fr2zjJd55vRbTSqvToQ80SKii9S3oJrkR0rCgHtFkhWEelTX83nHCu/YOToA80Py5J1vpLLXGHVYw4x2i5Zmuh1o7ti/b3uUs3vhQWeNC0tRkfKIK8q7uLM1GqdAKQ1VR7cKUOdtwPK/cx4QjTMOVmtdZt4yN9O7XLI15qHOk3ZhxcLJzqdvKlUqCDBOmt8LBMzUw+5jjzmuvuc+KBm12CN7p5+uPYm9WkWY/FCjqb0Br0m8VKyYn6gly+plSz3b5b3U/phbE/zOuj/I70dM+y4NcqbDSNrSyvGmZUVHhPtAEOrxty/YHZvMbSAQ5q72G1mPqa7OFNCyoPzRZYZinvdTqHNlO30zMVkDOvqbHz54UmB+tTgPgK5R1aB6t/K6yeWAEgMTYCN8NtdAnFXucYah5hXJrC9Ew2Fem1fmuPnQGKw6ewWsLD/ikutWKKcq7DKuUUQsOpVVOPDJvh2YZebh00isHgxkFvK13rsWx67Le2s43wQjDdk0OzGZes8K2jAK89Kf9dp/qRx780rKAzlMz/jx/O1Gz/O4xP2L7YXYFTp2s5++X98Laf48GALRLkPvHQEzCWKx8Clphyf7xHT+NMU2qwvZnoTbr0FqRCygLpqfcow2c4CiZGtEvnDr9udAMC+oTTVYY5i2bm/G8/3i1ufSV/5y/S3d/fpksYL+5VLZ9ZTuG3x65BPdcnAQgsMG7V9s43f3qztHKEqUZeH0yDURvpAk2G/3AqMzq5UwtpyTeZdwaA1h5tRPnvbAEyUziCZpWVw+9ASEYzAxydiZOMHLGs9PZUM/RjLfLrKPgkz/sNiznXZ9vtc1B0yrUGcoIK++Vd+hyE1pGo74nWifCgRE7PCmL2Vc5/NUVym9e/0zns7RcN5/f2Wf/p3cNtVQGo+djV5/oN2f2u6D9GK/tjzERpYZXtMw8/XBrdvop0PJPHNgR489rj97t5DFl2f4crqJHKx60Xn9u1v5aIKgNmqwwzMPM+KK2pQoU9WDPdsxtE6Ix6pzWAAILjRVuEF1d3WmGSlhjcWjYBqrvbFb41xqU2GdjhUWtOuEJUWyds+YVf+7xz75GnZ78y+E9L1TB/c0IgHbe2ugzGfKSvl2hFb7ccEwz+gQPK8/5n5+MszxabRNj+7UzPshGrDwv7zu5b26KifP04X3XVicR6r6IEIJkTjuTj/WdUKsdDft3am7p3tp2rv7bAs1+ya4K0ffA3nf5/hy8vcxfIRJIn6F5SgBCMv3+aYQ3eu3756YYKnp41xEI6jtCGGYw0wFZSTygv+Tv7aGKymv8BA2qSXURgslfbMXJwgrT2qDTnBiXWvcGgN0256jn9b00dqp6sFTXuX6aZ++VjTpZdVVtyygwdRzgK7Czy+E/pajDKpkjVAOCmc/BXmFY/2LBRptg2Z1VpBl9gvd9WREe+rRPMDzGqjASyhiuvHZvpXSBfgNGdcArl9VVJvXqRpXTjUe+5ZsheSNP+P6v3m8WM83y600ZALzfnNXvgtf22S1P/mBesDTCzqQ4LkUYdgSlcbYjm6dAUBs0WWH4vE7+A6KZjs5KVib9WKne38fyyvwGFio83vThRqw9nItLZq7EA19vN3XfwvIaPHhZD839oY76xbVdo8uMqiqxYjPM1llRRQ22Z/IFXB5aodV4aGm3eElI8sqqUcIJO8S+z8LyGhw8bX9a2TITTmp2pjw1Iwek55batnpiBXXR9L7x+paW1gje58h+X0tTrUVWMYvR++ba22u0Ha2JvPpdVLvcPj4TLN6U4fz765nWWCkTe+Fpv6V6bh7YR3PBq8uV37M9/hLnMGZsbF/5/qo0pe1oVX0gkWkCKTl9j3RFjVeeGpcbS1NP6yppnAYhO+w04xIIgqHJCsOX9/a32zIzia12unEkp8TUPcwmDrjhgw22OxM8Pb4fMmZOVMwtWNYczkXS1GR7b2iE5/nUnaP6ufWy2qnHo5s/2mj69hdoJDUx0gwbkVVQgQGcsEPqS4x7Rzu+bKCcKjIO+WenYoa91KybB3KPGfPWGpz/sjkHrUA5UeBvO6mub73HNlMloTJtCQReWdgtRpNk9vQ/Hh1p4c76dcCbNFqtt69U8aCP5JTgkdG9uMdSwfmZX/birs+3cPZbE/ustA2j7Jc7pl3pt03dx1KH3maR4ejROhaDOjf3EwZv/3ST7n2ep8J5iFi87xRmLT6I537dC0A2C9TyTXhvxRE88PV2rGacyjNmTsSSxy9V/uaFiGNxugnKq504ZjKJkBmO55WHJDuqoHHTZIVhHtzlSM62K/+71uT1tPc5VCoR9SBiRZOph5ZNayjRc3BS14n6uaf/Hmxn7705Ww4tjT5Pc1pXzlNWeUzDk53FVs0Lc62r+ofGRvbF6/obHsNNRW3FhraWzUuChSsMWygfe/6Azubtao2aAW/3yxajYagdr576cQ/eXHqIfzDTntcdOetXBwnNrPV1mjbDnCejfYlWHPeWsZG4blBHU/dNahWDrq1iQOBfh6Um4sRbxWzc96SpyXjomx34cHW6YlZGNdG8foQmJ1JH3OnDxEs2clbNzCvHuc8vweg3V9vSV+07WYRL31iFe77UzwAoEKhpssIwVwjitMWjQcxY9Zb81Q5d69LO+vzdOj4q4Pt+OOl85fd61XVrA72u10iDV2HTjJ4AyGNC4mkF6A+V0GPluoFqMcyY7NipSWI/5/joCO0Dg+CuC7thZC//1QyWSzj71YKN3jdoRntZnxx/eMW1Yv6iPvIvQztrmiIY3ZeFV0U92+hHsjHiZGEFCsv52c7U4RHVdRAVbi26hZU2SiNn7M7S9q944y8DMbRbouG1bjq/MxySxL1/eJj9Q3IwVkGzbhmkeQFafL16NOqjHvja68hpR19ME9ZsPmre+VYgAJqwMMyDN0hSIWraNeci3qKWdVN6HnadKER+WTWyCyt8hB51Eoitx3wbbzDe6axJwF8v7Gbp3KvODY3Gj1atv8Oc79892sRpTiKsxMvcnJ7nswSbV8q3Y+XdqU28saBghFlhZefxAtzysXlzDxajqCGA+cmQmYGIfVdhDgnr/2803r19sKnrm8XhkDBlZHfdY4J1KDND6kl7E9HoseDhi3T3c4VhS5pw+eAnxvYGAMRFh5vKVBmIA10w4dYAfU1iy9hILHxsFM7v2gLDPEJnfHQ4Vj91OXZyzBSM0NJE8jZTIT8mUvv5osLDMCxJLtdTV/XGmL5tsfnpMdj89BjlmLf+MgiALF+G0hSnssalaG4jwwMf5gd3aQGA375o8fVMIYw0w0dzvcqm+mSaJGh61P4aej1GrzF2bB6NhGYRljJruQjBDR9sQI/WsTh6tgwX92yFb++/EIDXQY6izgUfHRGGo69NQI9nFlp4Apk2jFaZmkm8dH1/U1rCYDTSZvALrabqK9cezsU7yw/jX1f1gRU2pJ3FpNlblED86vf09rLDeGzMOX7n8QZEOyIDmO3Xb/wwMEEY0M6qR7Hb3EP9TJ0TY9A5McZSqCUzXNSzle5+LYcyl5sgt8Q4K5qWEMQ2yYRmodF8q1nz78sNU0QHayZBDx3YRTaRiI+OQGmVE2438TPXsnIPdv/258Zi6CvL8dyv+3A8vxzPTOhnqmy3DO2Mn7abj9JybscExEaFo6zKqdw/qbVxrG8eWs2DtypAa6nKQLij/bokSfj8nguU7RkzJ/pez6MZ1pqUvLEkuNTLj323E0v35yD9tQk4t4Nx9BReGSlaXwitJb1VFKP6YnEREpRAIpzxBMHQZDXDtN2wmi0jDYzV0DUPehxbqKnFxvQ8ZZ9akOHNrgNxYG6m0szce0l3PD2+L+4c3tXU+eVBptEF+DZq7JJaldOFmz7cgL1ZRVwN6pwNGZbvSW3EtAaXvowdG4udiSJYjLrlJamnsfrQGcvXZQc2rax6lPdWHrF8fT32awTWt4uZNw0AIE8EL+/TRvOdcePbEtmhZ87GDAC+y82tmPTagDlBMsFGM5DWcdoTzG6tYiFJEgboxMjlO9BZMJPwHEpbJV3hMprYG92D3c9OHj5daz5VdSCRPSRJUgTZQEwA3vRoZ3/VyBJa5fQ3W/L2X/p1osRTN5iIVjlduu0pPde8ed61HFvltUdku/rSKieiImwY5nUeR0+JxKtLLZ74fheWBBEZpSZEmT4FTYMmKwwDctB21v5Qr1Gr5TstB7cLe/CjFqj5alOGz9922SiqvZqbRYbhwct6mrZF+3VXtua+5685FwB87OIu5aTNVS/fqzWUfZ5bjB3HC3Ht++vxByfAvhXtO8Wo/g6e5kcAOa6RRjRYjAbNB7/ejnu+3Oa33chMZSQTHYSdUOUUVyJparJPdqiFe/nJC+qagRpOXOyKRmxkuOY75WW7IiDYmO41CYlg6kad6UrrzbDt/4892u3AKs2bhWNEd/1+QU8o5GvCrZRAPphOUtM9fdegF/2joLDflFmb4a3PjEGEqn9Rf//qSz0yuqepe/BwSN7rm3UOYznkCXOoldyDN0Gm9+O9i+GMWRqtPiNheN0R+3w5hnhMGQB5XFqaehqVNfIzLNl32jCigxkIgI2MyZXT5VbqhGZNVE86AWsC6sK9pxUFUiCwfiEtYmpnZUfQeKh1YbiqqgpTpkxBt27dEB8fjyFDhmDRokXK/hUrVqBv376IiYnB6NGjkZmZ6XPuvffei4SEBLRv3x5vv/22sm/evHmIi4tT/sXExECSJGzfzm9cvy5djax5z6J31w448d6dyP11Bk6f8u8cqS1vgcqp44q31nCva7ZzV2u9aOf5xT3DlG2BdPTNdGzaguXWC7ogY+ZEXMIsY6sHvTPFlfjfyjSfbZuP5aGg3N9mt0VMBKb9ui+oMn2zORNJU5MD1uS9EHT0Cj6BDD/HZkzAUoM0uWx9d28TixqXGyfyy/HzDlkIZk0WrMyv7E7JrYdDknD/KH+7YDY0lsMhIe1MKUoqa/y81bcd48SXJr7np3hiUKvPBbQnvazQ8MYSjYgGOqSd4U+4qpxudGrRTPdcXltPaiWbT/AmVt9uOe7z9+Pzd4IQgopqF9LOlPico9YMlzPJUZKmJmuW22iiSOuRZ1JSrFqhUT+CFWc31uYWkN+zmwS2LL748VEI86yo0D5XfR310v6Hq9OU8HVqIbdNfBR6MnGDP/FoxdmJmRV436uatDMl+GHbCe6+K95a4xNqL6+sOug+TpIkHDtbhjtne8PZLdufo/RxKw/KfRbP+flgAKtJG9LOYuqCPX6OxZuP5mHie+s0tc17GTv/2kj2kVNcaSrWu51U1riwKoAVRYExtS4MO51OdOnSBWvWrEFRURFefvll3HrrrcjIyMDZs2dx00034eWXX0Z+fj6GDRuG2267TTl3+vTpOHLkCDIzM7Fq1SrMmjULixcvBgBMmjQJpaWlyr8PP/wQPXr0wPnnn88tR/qJHMQNHoeMjAx0evgLSJHNcP1tf8VnqiW+2evlv7cczfMTYAOJ1bvCY4/aq63vtajX7dBu5jTLaiYMaI+nruod0LlmoVoPPXvK4a+t8DMnufOzLRjDmTy00Vk+Tpqa7Fe/ezlOTe+ukE0Biir4HugsPBvaLon69pp6jO3nH6ua8sduf80ifab+zy/mnqMWiPZxnpcQbxra5D2ncM6zizBq1iq8vthrY0i/YSvCwkt/hDZ+KYtDAp6deK7fdvbxN3lMigZMX4rBLy3zeZZ+HeIRq5r0DX9tBbYwTqhrDudi38kiZOb5C3TvLD/CXdlha+tiA7tlHmPfXsvN5ljtdHOXqhc/Pkr5zdMMd/Z8m+rPNu1MCV5deMBn26+7stH96YXo9/xijH17LS59Y5Wyj55OJwvPXeNrz/v5+gzvsUw9f7wmHaVVTiRNTcajnKxwipDtKft7dwxR9vlpnVXP8Payw/h+23HDSeO8+0agvSryhUOSBXECa6Zks24eiL7tE5T2U+1yI7+sGt2fXoh/zveGKVQLw7MWeydGu04U4uM16d7HIsTn3dFztTJeGqGeRPAY+/Za/IcjLPLYdNRrmvfcRPm9hzkkfPzXoabLpPZnASCvBChO0fL/rB/MZZ4Vw3mqSZsZJs3egvnbTqDvtMU+ffbzv+1DanYxMs7Kbbra6cbmo3ko9iQ92nHcW+ea+VQI4T4Pi9Plxit/7scencghADDitRXo/8ISZOuYTxJCsDeryJTQvPJgjuE4NmPhAfzty20+WnoeP+/IwuPzdxo+67wtmZorJCwfrU7H1SZCyp4trWqwMZ5rXRiOjY3F9OnTkZSUBIfDgWuuuQbdu3fH9u3b8fPPP6N///74y1/+gujoaEyfPh27d+/GwYPyQD937lxMmzYNiYmJ6NevH+6//37MmTOHe5+vvvoKkydP5mpcdp0oRLOewxDbdyQSEhLgiIhG/PnXoOrkAby68IBPBi0awaDGRbgOWFohu7SY8pUcSsalkZkn0OxYT13VB49e4V8+O/jl7xfj3dsHIyZStjVkI1QEor2mHDkTfCxlOnhPHNBB85jHx8r1wtN+0mgLH9zpP2madfNA/O2SJM3r3jCkE3e7y03wznJte102bXFblcMimyRl0T7/TorA2HGOCkpaIap4rOLF7g0RVCj75e8Xc7cDQFyUr7DLPktljRtx0eHobuA4dc3/1mtm/uOu7DCfx5CuLfz3m+DtZYf9tlU53YjkmCn1ZdJC8xJGUOc2tSbbTAKXE/neAZoKFPQWbeOjkfbqeGU/67DI3snpIsrg/CdnwFRMFTx95HWDOuKO4V2U/R+tZoRGjtjLs4tV97EX9fCflDhM2AzPvGkAtj071mdbmwS5rVEnWwDIL5MdLn9jzMOM/AhmLvJOPN2qFYlnJvQFANw6rLPuNewg3UQs+rVMQozrB8v9VXS4g5uBVYtF+/zteOXJCNWsy9vYT3j8ee0BBG+GxoZmoz4SdMzt/dwi3P7pZgz0JD3q2FxefenbPl5TM/zotzvR69lFPt+mmqd/3ovZ64/huvc3mCrjZ+u0beSXpObg2vfXo/8LS3SVE/O2ZOLeOSlc0yUWGiHpU517AsCTP+zGr7uy8eIf2nG/T+SX49lf9uGRb3fgkIYZIQAUldfg9cUHcSinBOXV2kJ9ZY0Lw15Zjr7TFuNUkX2pwWuLOrcZzsnJweHDh9G/f3+kpqZi0KBByr7Y2Fj07NkTqampKCgoQHZ2ts/+QYMGITXVX6OVmZmJtWvXYvLkydx7zlZ9SP06JKDqRCoiWslOZsXM7Iw25sFdWmDCgA548kpf7WuxaiZH4NXc6aElQwcjXBpxzUBtgVEN7Sw7tWiGIV0TlY4UkB2ctjwjL11GBRG2xwxGERHo7mQd+1i6JMvrIK8dJNfJxIEdfATT3x+9BLde0AXj+rf3O+fjvw7F2H5tERvJ9322MkFSl+jrKSOU351a+GutCTF2nKP0aOMVFrXsdPWIjw7Ht/eP8NOS8hx2rECFhyFdE7nbAV8tI+BrE+50E4Q7HPjmvhEw4v8WyJm0vvzbBQZH+gqdWq+wTzt5RUfLJpGXmlvWDIfho0n8VSoACPf0GWxIRTrnUY+hWtkUtXBzhJXwMAeWP3mZ37HsvVrERPhMzv3sgIlvOQFv+DYAhinIB3Rq7vdsPdvEonvrWAzrlohP7hrKjXYhx+glXO3fDI8T5q3DuqBNfJTPJJle6Z6LvSY6PHMNugzf0UQsZpfbVzMcFyV/F0YTVmo2s/qpy/H53cMUrS1ldB+vL8aHGt8N7QfMrv/QIkWGO0z3IWo+v1s245PNVORtNNkJO7ljxwstMmZOxOSLuukew75jOq5qOR7HehxDW8dFaZpC0XGCXUlTc7bUOCINi56DbE6xN0uonl/Lq8kHNPex0DGKm3iIw2Idh0S2ivT8pXYxGvLiCm1hOCPPO7ndmJaneVx9pU6F4ZqaGkyaNAl33303+vbti9LSUjRv7jtoN2/eHCUlJSgtLVX+Vu9TM3fuXIwaNQrdu/PjlaqD9r8+ujlc23/EbY9OBcD/aEf1ls95bMw5yJg5UfFILqvyXxIY2i0Rq5+6XNESsNBoAFofn1nN8Hf3X4iMmROVuJdmUpE+dFlPcxcH8Oc/RiFj5kRsmHoFd3+7hGic2yHB0EY67dXxuH6wv/B0TltzwfmNbFmNbMPaxkcpDn08ITUizKFoirY+OxZ3DO+Kjyadj4GdtTWDV/dvh9l3X6AZlkr9/Sx+fBSWP3kZXr3xPIzp62taofd4vGcnIJAAHH5lPCaN6IrZk4f5TNC6tYpBL0/djmEEK7PZsVj2Tr8aF/dsjW8931rGzInY/9LV+J9KULWK1jjMVufAzi2QMXOiItywabxdbjfCHBI6tWiGjJkTsWPalXjg0h4+17pCVc/pqlWIm8/319yxbVKrfYaHSRjTt61mXNtR5/g7lFY5XYgMc2D8gA7Y/txYvHPbYOx+4SqfY6gDGqtApm1aLYRekOSdRPz5j5HImDkRx2ZMUN7R5X3aYBAz+UneK2s91WY3tF2oV6moAHnjkE4+dtTqpkaXpdkJfNuEaBx8eRwA3zbOPgKN4MOLf+smBIQQdGzRDFdzJqKA/P243LJmUq08uGN4V2TMnKi0zQ8YQZIeaxR3l2qGP75rKI6+NkFpZ6kvXo3+HRMUEwBaXrYfoE6gnQ3MrzZMvQIZMyciqXUsxvRr55cpNDE2EgnR4Vj+5GWYoLHqpf5Gn5nQF59NHoYbOP3ttGvOVbSsUeFhmm2QR8bMidj1/JU49Mo4dEqUhXh2MtK9lTzpfuXG85RzmkWG4ebzOxvayg9jJna0fzk2Y4IydrLPSJ3A31x6GPuzi5VVO+qcStuJwyFptl86yfgnZ5WXQuUDnnM4j44ttCdNrEJCb6yafFESAGMHfNqvGSkkWnqcGdnJqRp2tUZPGE5kJv56x7ETy54mx/f6RJ0Jw263G3fddRciIyPx/vvvAwDi4uJQXOyrTSguLkZ8fDzi4uKUv9X71MydOxd333238vfx48d9nOvY95mWlobx48fj/f+9h9uvvRoA/6Nt0czXU5bOUp0a5g5JrWO5nTn9mLQ8fM0ItYBX80CvZ6SJCAUOh7FdaniYA4kx/l7GZstrJOwa2Vg5JEnRuvGu5XYTn7LMuGkAxjODD+/udFBVx4rWKnPf9gno1TYOk0Z085uI6WkheFpxQgBI8oD+6o0DMPbcdj5mK2wkD626CyYeZ4yGNtwKWslTeJML+jxse3ER3+dsGRvpF9dWPdlqEaMOr8abaHhR193uE4V4NXk/alxuhIdJmis46vOcLjfcxLuC0iouCjcM6YTmKrt7KgyzGjvaF+g1Afpts+UJkySfCdmivbJ2SL1kHcapWwAorJDNxAjxfR51X0dNa9Q1QcvNlom9A31Wwiy1K/dwGdsCy6HVqImGMdQRkXcsrylQu9/IcAccDklpZ7FR4YgKd/gIBERlJjG2X1vMnjzMkuKBh8tN0DI2UpnY/vHoSL9j1ILJbRd0xZXntsMAzkQ+3CEpbffaQR00+y4tWsREykI0DR1HCA54NP9UyFZ/02EO4/5bHXkoJjIckiQx3773/O2ZXpvggvJq5d3Re9Bjwx2SZpuhkxS9CZHV7lEvWgd7LTMRo4wif9BnNF4x9a0To7JpiDF+x+m9T7ZPbYgJVOpEGCaEYMqUKcjJycGCBQsQESE3ov79+2P37t3KcWVlZUhPT0f//v2RmJiIDh06+OzfvXs3+vfv73PtDRs2IDs7G7fccouyrWvXrj7OdbQDdhadwdixYzFt2jTcddddyuDAahCpDafaiUMZSNQfh8/Sg/+z0+NzSyt9rk8x20dRDRL9iOtCGHa6iG5Q9ddulLV6vLLZJQwb4ZAYgYpzLXnJXbss6jZ9H5MdTUu7opuG24QJDVs2HuorsHUZEeZQOiW1wEeXYgMJXWcnWu+eNxEMD/N/d1QzrId6sGsVF6l8j+rrUdjqWuyxk0zPLcXR3FJc/8EGfLbuGA7nlOqGKVRflxWs9KDfIPtcdLneTeRkIkr0A5/z/K8b5pB8vkHan6mPVdctnVhu8Cxx1rjdvuYpqoF6uEcjp57E0D/ZAZv9FumzEgK/2eZzv+5DVY1bV8ilqYzNjreSIpx7t00aIZvE8WyZab3zTCjCHJJPPZRWOX2iKEiShLHntrPcH6s/fafLd5I+gGPmpPXl7kQQAAAgAElEQVT8vP4szCGhebMI7Jx2JaaO74coTzz64RZNbuilH/12p+KcSsPEqe3iHZK2hlavrID3nWl1pex16Tf61UbZnja7sEKzD1aUSDp9tNXIOroCounjzN2TXkJLCUehtWq2bHrXM/8M5o6rr9SJMPzwww/jwIED+OOPP9CsmXcZ5cYbb8S+ffuwYMECVFZW4qWXXsLAgQPRt6+8ZDJ58mS88sorKCgowMGDB/HZZ5/hnnvu8bn2V199hZtvvpmrMaYQAjhLziJn/jN45JFH8NBDDwFglw19X+TgLvyZNuA/QLgJ8dPaUi7t3UZphN9slr1s37p1kM8xZlMOq2fOdSEMHzxdgvVpZzU1jVSrwSsbjU1pRLDxlyVJ8gulxOImRFcbr+6kTjE2YFrala3HtO2ltDSKvDrS6rDV12Bt1MPDJKXE7OndWsUqGnqt1NS1hVZ1R3MiLlABjvWKVgsKPNQD85AuLTBhgHelhvctxDJOeycLK5A0NRlj3lrj52xH237yY7K27ur+XnMUtckBXXI3sq2nIfXYRAxUyMjIK8MFry7H0z/vAcC3o2RhheHP1h5VIhSoBQ9ah0//vBdJU5OVMJJ0wud0EZ9Bkm2LX2445pdCnqLWaN/6ySYMfWU5U2avrevmo75tpcrpxuniSl3RIEwKLJoE27e2io2EJPEFSr13xtYtnTywTmp2MHdTBpL3njJM8qQls/GaBv1OEmMjEeaQEBcVjm/vG4HPJg/zP1gX7QpXT/j0zBUo2hNj+X92bGFNm1xuouyj74NGzqAO8Lz+k34vegIvvZ7ZT0tvjGLLr69V9fxvcC/6TEZuKbRe9ZxBzWpyfZ7BpKbZjtjWtU2tC8OZmZn45JNPsGvXLrRv314xXZg3bx7atGmDBQsW4Nlnn0ViYiK2bNmC+fPnK+e++OKL6NmzJ7p164bLLrsM//73vzFu3Dhlf2VlJX744QcfEwk1FdUulFU5Ubp7KZyFp/Hiiy8qZbhmmGx3yH7cVU43t1MM5whYhBCkZBYo2lp1Y4yPCkeV040nf/DGgm0b7x82yAzschVQN8IwZfy765A0NRmXzlrF3W+mbB9OOt/Hw51C69cozA0ArPvPaL9tJwsrFCGgrMqJyhoXCsursS1DHsidLn3NcK82vsvtWcxSM/tc1U43Sipr8MT3u/DQN/5hqJRzOKN3TGQY0l+b4Ld96X5/5wfexIMtR5gkodrpxh+7s5XIBr8+cgmuPLedYkc2+s3VIITgtYUH0OPpZGQVBOfxbdWGWGvyER3hr4mLYLSXNGSPy20sDJ9mJi0ZMyeiRUykzySisKIav+486ZOkxGysatr2+3dsjoyZE/HsBG+YONp37M8uxon8ckYzbC6ubtqZUsXO8unxshLgzs/k+K4/pGQhM6/MJ3SROtkFIH8PlU4XCCE+IdgGqSb1ESpN8f1z5Ug3NFb5ycIKTJmTouynAkhuSZWulzqtZjchOJxT4ic0U03y3+ftQHZRpfp0APrmQ944w4AZkeWYJwNoMePcKK+geKPJUDal56HU4wfC0+aHOxyKEFzhiQozaUQ3wzIYwQrqz/8mO4XTxBlaFFfWYGP6WWUCRtsEL6FHGGcF4eJerdHcYnIKvWanHieratw4W1qNtDOlKCqvwSdr0rE9swBt46Nw+wVdPNfTXyXacixf6fP6dfAquOKjwzXTQdP3pifgud1y+vY8z3fGOr56E7rIcfNPF8nxhE9oRMYoqqjx+bYAOVKDW5Ueno5lNK53anaREp3BRzB1Eyzbn8MNi8aaP7DOeepnO+tReFSbdObWNfVQXZtSWF6tii7hL/gfO1umWc76RlAGgJIkjQPwLoAwALMJITONzunWrZuuzeLYsWOVUGpqoqKi8MUXX+CLL77g7o+OjkZhoa/QVFBWjbVHcn2SEQBAi5F3osXIO33ysW9IO4tJs7fg5o82+hzLC+8T5hmkr31/Pf455hwl3i3gnaGqJ4IOh4SThRVKggQeZoVaOlh0bN4MJwsrTNmAqZ001BybMQHdn15o6v4sNLub2iZx78kiDO/eEjmcAe/By3rgkzXeqB5aTiLnv7zMVBkGdm6OLi1j0Ld9vF+2OardVWv4Jl/UDT9uz9K9btuEaNnRxRPz+FVmqZ01N+j93CL0bBPrFy5KnR5b/XoHdGqO+Q9c6LPtxiGd8MvOk9iWUaDcd2Dn5rhpSCcltA4LK9RU1LiQVVCBf3znjZtKVzZimffPvueRr3snMf++ug8eGd3L7x56XDuoI64d1NEvLvSKf13GjS+tFW1FXVeA18xg/LvG4cRYaFru9gneySZb9xvS8hRzgKd+3O2TKevS3m10tX17T/r2MawJ1ZcbMvAlk06cxqI2ata/P3oJrnt/A3q3i8NPD1+MvNJqvLfCPzzfZW+s9vmbZ3aTdqYUJ/Ir/NrycFUWPDbEGAtNyqFOq2y2LdJJx7srjvj0ixSecmFc//Y+nu96CsXc0ioczy/H8a3WYthuSDur9DO7PPGgn2OS/qi/X145qfDMHtvBRNSJUDCJSYIBADGe9hPBKbeZCEdm4Amvj489B5NGdPMzH1qwQ+5bx77t3wfwTFd87yP/z2akY8evmz/apPw+cKrY5320jotCVkEFej27CEmtYtC9dSz+ObY35m7MUGLVv7cyDe+pkkON6N4Sp4oq0b+j7OS++0Qhhr+2wueYzyYPw4a0sz5+Gm8sOYQ3lhzCJ3cNxdebMjHjpgEYxVEM3T83BTcP7eyTaCoyzIGbzu+kpKHenlmAHs/4ttsnr+yNi3q2wraMfCVD7MqDZzDitRV46fr+aBUbhfAwCUdzy/yiZLyx5BA6JzbDd1uPIyWjQJk4qFdFHv9+F+4Y3tUvNGTL2EilPgA5DvaTnrTZbIhQAMoEBwD++vkW3DG8K77ztNHkx0aif0frEY1qk4CFYUmSwgB8AOBKAFkAtkmS9DshRFtlUAfMWHQAP6TwBR61JlFLEN101H/Zu5yJIsHr8AGge+tYDE9qia0eLaQ6EcNN58vhZ3Y9fyWKK5y6jjlqqA3Zx38dirVHck2ln0xqHYvmzSI0nc4kScJFPVph0oVdTZXBiEs99tDLD/hnVXt6fD88Pb4f9mQVBuWURYXfF66Vbcd5aZdzivlaprkcwVKLJY9fiiWpp3FeJ2+DVmv+eXFTVz51mc/fhaq6/+nhi/xsE9/8yyD8stN3wrQnqwh7svyTcAC+NpuHc7Rjj7aO83dkVGM1brYerWO9IYdevK4//tyTjW0ZBZqe9rzEFBsMgstrQZvR1PHeiC5aWih1yti59w7XTaijruPIcAemX3supnO0pcsPyGGg1O9dDY2eQUmIjkC/DvH4ZafOSeBr07Viu6oFzPAwB56Z0BdzNmSgbUK0IiDeN6o7Pl9/TP/GAXLfyO5ol+ArPB7xrAid86w3E+nGdG1TI719PFrHReFsaRX+OdYbQaBLS+NkO2az5NmR9bN7G/2Y2Wag/cCwbol+iRSqDLTMZinjxJmdNKKbTyp1M3y39Thm3DRAaZNq5zueVrzUpK/DLibxTUZeOTLyyk3FUadJe2j7UWedBbyrJ3M2Zvjto4I7TxCm5dqlSspT7XJjvkY2Qcrbyw4DGvNQuoqgh1oRCPj3BaeKKrkx0vPLqn1WGtSKQhb1c3zHTFYnvrfep3+rjwRjJjEcQBoh5CghpBrAfADX21Ms++jdTtt2WK0p1WrQw7ol+m1r31y78VNP9shwB3546CLvOapB4N5LZNu8FjGR6NoqBh0NwtBQvrv/QsW8YkDn5nhkdC/TQvRGjVBpS5+4VL72AxfimoHmwnD960r9jHfUZvjF632dHBMYjdTAzi2U48xww+COePAybxgtGlpqqOcd0bBH7985BK3jovDGLQP9wmwFQp/28X4JAXhhtNRQ0wTKUNW3xEvG4JD8BwcjbhvWBbdf0AW922nXZY82cbhtWBfN/UBgIdgoB18eh3dvH4yDL4/D2n+P9lmCvfviJHx61zCM699e+e4B4Ospw5XfrWL929SDGl75NEQhC40L++joXrhtWBeEOST0Y44zExO7q0dIGuCZ9LBtn0YleP4a/+x59zDPxOOO4dYnmPeN7OGX9ZLlx4cu4pp2TL/Ot711adkMzZtF+DkBA8ADl/bExqfH4NdHLlFCs3Vobq4fAoC/X24tasI1gzr6JUuJCHMgIsyBd28fjFae9jJHJy70v6/uY+meq/99OZIfG+ljkjZ1fF+M7tNG1+aYp02960J/k4gR3QPLGsrCix2tDsOoF8+WhYbpYjmfM4ZRVvzrMvysSoCjRVIr77ubcdMAfHLXUM1x08zku5unTam/o3N0+jEjeLHhBXVPMFGMagMp0AJKknQLgHGEkPs8f98FYAQh5FGtc4YNG0ZSUlK0doeMrIJyOF0E8dHhCHNIOJ5fjnYJ0X4aCsDXdigy3AEJEsIdEjfsU2F5Nc6UVCHcISHMIaGsyoWoCAe6t4r1Ob7K6YLbLWsQalxuhDvMa4BDQWmVE+EOySfKAk/DVBdUOV0oq3Kh2ulGaZX8LgiRtVixkWFoEx8FSZKQU1wJCbIZA+8aaq1OSWUNnC6CzPxyRHpiCxeUV6OsyoULe7QM+H0QQnD0bBkSoiNQUF6N5s0iUFblRIuYSMRFhXPtDtNzSxEdEYa28VFcm0+Waqcb1S43zpZU4WxpFRJjI9GpRTPD91XtdCPCwkpDY4QQ/zi0lTUuECI7pbkJQcbZcnRvHYuKGheaRYShb/t4blvnXUsNddxZdfAMXITgTHElWsVFYfx57f1CuzV2XG6C0konYqPCcLq4UskORuu2tMqJHZkFOKddnCXhm5JbUoUqpwsdmjez3V/C7SaaMcQpOcWVaB0XVeu+GvtOFiF57ykktYpBbFQ4iiuccLnd+MuwLvWmD6eUVTnx++5sjOzVGov3ncaurEJEhTnQsUUzPHpFL6W8Z4orlX6dhRCCihoXwhwSwiTJE3JNtkM9nl+OqPAw9G4Xh/JqF3JLq9CxeTNU1rjQKbEZthzNR3iYHKKtssaFgvJquAlBVHgYLu7ZCpl55UjPLUV8dATySqvQrVUsIsJkW/T8sir0ahuHnOIqxESGweUmqKxxw+GQ+9WuLWOwLSMfvdrGo1urGGTmlSPMISHjbBlaxkaioLxaWf1ySECH5s1w7GwZHJJsX5wYG4nckirER4ejotqFoooauAnBpb3boMZJUFbtRGF5DUoqa9CxRTNk5JWhqsaNVnGRqKxxyatIeWWyf4jLjcLyGsRFhyOroAIdEqJRVu1E82YRGNI1ESfyy5FbUoUwh4QuLWNQ7XQjMtyB0konCAgSYyLhcEg4nleO5s0i0CY+CoXl1YiNksdHp4vgbKlcHyWVTmTmlaNvh3jkFFVCkiQQEESEOVBR7UJ5tROX9m6DkwUVSM0uRuu4KMRGhSE2KhxdEmNsWUGxiiRJ2wkhprxEgxGG/wLgapUwPJwQ8g/VcQ8AeAAAunbtOjQz0/zStEAgEAgEAoFAYBUrwnAwZhJZANg1184AstUHEUI+JYQMI4QMa9PGXEYXgUAgEAgEAoGgNghGMxwO4DCAMQBOAtgG4E5CiKZFtyRJuQAak2q4NYDAPHwaD6IORB1QRD2IOgBEHQCiDiiiHkQdAHVXB90IIaa0sAG78RNCnJIkPQpgCeTQal/oCcKecxqValiSpBSzKvjGiqgDUQcUUQ+iDgBRB4CoA4qoB1EHQMOog6DiDBNCFgKwHphWIBAIBAKBQCCoB9RJOmaBQCAQCAQCgaA+IITh4Pi0rgtQDxB1IOqAIupB1AEg6gAQdUAR9SDqAGgAdRCwA51AIBAIBAKBQNDQEZphgUAgEAgEAkHThRDSaP5Bjnu8CsABAKkA/unZ3hJydu8jnv8TPdslAO8BSAOwB8D5nu2jAexi/lUCuEHjnnd7rnsEwN2ebTEAkgEc9JRjpk6ZhwLY6ynDe/Bq69/wnL8HwC8AWjTBOpgOOWwfLcOEJlgHgwFs9tw/BXJim8ZaB68COAGgVLX9UgA7ADgB3NIE+gRuPTD7bwFAAAxranUA4L/M/Q8DKGyMdaB3HIAoAN97yrYFQFITrIOHIPeXuwCsB3BuY+0TjI4DcCuA/Z593zakOvBsXwxgt6ccHwMI0zh/HIBDnjJMZbY/6tlGALQ2+x34XT/QE+vjPwAdmJcUD7mzPBfALFp5AKYCeN3zewKARZ4XfSGALZxrtgSQDyBGY99Rz/+Jnt+Jno93tOeYSADrAIzXKPNWABd5yrCIHgfgKgDhnt+v0zI3sTqYDuCpJv4dLGV+TwCwuhHXwYWecqsFoCQAAwHMhXVhuNHUA/MMayFPkMwKw42qDphj/gE5pGejqwO94wD8HcDHnt+3A/i+CdZBAnPcdQAWN9Y+waAezgGwE16htW1DqgP2XXquvQDA7ZzzwwCkA+jhqYPd8EyAAAyBPEZkIAhhuFGZSRBCThFCdnh+l0Ce9XQCcD2ArzyHfQXgBs/v6wHMJTKbAbSQJKmD6rK3AFhECCnn3PJqAMsIIfmEkALIM6lxhJByQsgqTzmqIWu1OqtP9twrgRCyichvdS4tGyFkKSHE6Tl0M+/8xl4HgdLI6oAASPD8bg5OlsfGUAee/ZsJIac42zMIIXsAuM08u+rcRlMPHl6GPGBVGj07c73GVgeUOwB8Z3AMvV6DqgOD49gy/wRgjCRJUlOqA0JIMXNoLOR+0hSNqR4A3A/gA891QQg505DqwHN/+i7DIQu6vHc5HEAaIeSopw7me8oEQshOQkiGmefWo1EJwyySJCVBnjFsAdCOdqye/9t6DusEeSmOkuXZxnI7tDtcw/MlSWoB4FoAKzTOzzK4PwDcC3lWZolGUgePSpK0R5KkLyRJStQogyaNoA4eB/CGJEknALwJ4GmNMmjSQOog5DT0epAkaQiALoSQP62cp7pGEhpwHTDndwPQHcDKAM5NQgOqA85xyrWJrDApAtBK7xqcayahYdcBJEl6RJKkdMiTw8f0zte5bhIadj30BtBbkqQNkiRtliRpnN75GtdMQh3XgSRJSwCcAVACeYJn6Xw7aJTCsCRJcZDV7Y+rZpB+h3K2KbMSz8xnAOQse4GcHw7543iPEHLU6vmeazwL2VZynkYZ+AVrHHXwEYCekO1mTwF4S6MM/II1jjp4GMAThJAuAJ4A8LlGGfgFazh1EFIaej1IkuSAbC/7L7PncK7RoOtAxe0AfiKEuKyc1NDqQOM4w3FDj0ZSByCEfEAI6Qng/wA8p/McWtdtDPUQDtlU4nLIKyWzPQKzKepLHRBCroZsuhEF4Aqr59tBoxOGJUmKgPxy5xFCfvZszqEqfc//dCkhC7IhOaUzfJehbwXwCyGkxnPuCEmSdnn+XWfi/E8BHCGEvOM5P4w5/yXP+Z21zpck6W4A1wCYRAix0tk1ijoghOQQQlyEEDeAzyAvlTSpOoDsdEDL/2MjroOQ0UjqIR7AeQBWS5KUAdlu73dJkkylOG0kdcCip4Xi0kDrwOc4ddk8AlJzyLaaTakOWObDomldI6qHLAC/EUJqCCHHIDuYndMA6wCEkEoAvwO4XpKkLsz5D5k5P2hIgMbG9fEf5NnDXADvqLa/AV+j8Fme3xPhaxS+VXXeZngM1zXu1xLAMcgG4Yme3y09+16B/KE5DMq8zXNv6jg1wbN9HGQP0TZNuA46MMc8AWB+E6yDAwAu9/weA2B7Y60D5lpaURTmwLoDXaOrB8++1TDvQNeo6gBAH8jOMlJj/g60jgPwCHwd6H5ognVwDvP7WgApTfRbGAfgK8/v1pBNCVo1lDoAEAfPOA9Zy/09gEc554dDdrrrDq8DXX/VMRkQ0SSUyhgJWXW+B0w4Lsj2VCsgh/RYwXyIEoAPIHsp7gUzuED2Tjxp4iO9F3JYjzQAf/Ns6+wpxwGmHPdpnD8MwD5PGd4HlJBaaZ4Pm57/cROsg689ZdoDecbYoQnWwUgA2yE3/i0AhjbiOpgFWQPg9vw/3bP9As/fZQDyAKQ28j6BWw+qY1bDvDDcqOoAcpQZzbBsjaEO9I4DEA15lSgNchSaHk2wDt6FHIprF+QQYf3N1EEjrAcJwNuQFWd7wYnEUM/roB1kRdAez/v8HzxRtDjnT4Ac9SIdwLPM9scg9xFOyNri2Vb6BvqvVjPQtW7dmiQlJdXa/QQCgUAgEAgETY/t27efJYS0MXNseKgLw5KUlISUlJTavKVAIBAIBAKBoIkhSVKm2WMbnQOdQCAQCAQCgUBgFiEMCxRmrzuK695fX9fFEAgEAoFAIKg1DIVhSU52cEaSpH3MtpaSJC2TJOmI53/LyRAE9Y9Xkg9gT1ZRXRdDIBAIBAKBoNYwoxmeA0/aPIapAFYQQs6B7HE41eZyCQQCgUAgEAgEIcdQGCaErIV/QG+t/NUCgUAgEAgEAkGDIVCbYa381QKBQCAQCAQCQYMh5A50kiQ9IElSiiRJKbm5uaG+nUAgEAgEAoFAYJpAhWGt/NV+EEI+JYQMI4QMa9PGVOxjgUAgEAgEAoGgVghUGP4dwN2e33cD+M2e4ggEAoFAIBAIBLWHmdBq3wHYBKCPJElZkiRNATATwJWSJB0BcKXnb0EToNrpRtLUZHyyJr2uiyIQCAQCgUAQNIbpmAkhd2jsGmNzWQQNgLIqJwDgozXpePCynnVcGoFAIBAIBILgEBnoBJYgdV0AgUAgEAgEAhsRwrAgIKS6LoBAIBAIBAKBDQhhWGAJQoRuWCAQCAQCQeNBCMMCgUAgEAgEgiaLEIYFAoFAIBAIBE0WIQwLAkKShNWwQCAQCASCho8QhgUCgUAgEAgETRYhDAv8MOMkl19WXQslEQgEDRGXm8DlFs62AoGgYSCEYYEferKwGN4EAoERfactwuVvrqrrYgjqOWVVTryz/DBqXO66LoqgiSOEYYEfbhE+TSAQBEGNi+BEfkVdF0NQz3l3xRG8s/wIft6RVddFETRxhDAs8MMuUfhEfjkqa1w2XU0gEAgEjYlqp6wRLq0S44SgbhHCsMAPXTMJk5Kyy00watYq3PThRnsKJRAImjTL9ufgRH55XRdDYCNR4bIIIswkBHVNeF0XQFD/IDbohg+cKgYA7Pf8LxAIBMFw/9wUAEDGzIl1XBKBXRRXOgEAu08U1nFJBE0doRkW+GGHyXC1mOk3OFIy8pFVIDRvAoHAn6O5pXj6571KpBCnDX18u4QoAEBclNDL1XfcboKSypq6LkbIEMKwwA/hP9c0ueXjTRj5un8EgOzCCiRNTcbifafroFSC+sSqQ2fw/bbjdV0MQR3w8Dc78N3W4zh0ugTX/G89ej27KOhrRkeEAQASYyODvpYgtLy/Kg0Dpi/F2dKqui5KSBDCsMCPQS8uxYer07j7ROK5pse+k0UAgJ+2C4/vps7fvtyG/1uwt66LIagDDuWUAADWHclVzOCCxeEZT8zEthfULQv3ngIA5BRX1nFJQoMQhgV+VLvcmLX4kO4x1PFBCyEzN0bEgCUQNHVOFdknDEmekaKx5Wf5aXsWDp5uXP4yYZ6Zi9sNHDtbhoJGlnhLCMMCZBdWYEPaWVPHmp3A17i8Bx7xaBTs4ER+udAi1BL7s4uRNDUZh218f4KmxY0fbqjrImiSU1ypaLsE5rEzDr2kaIZtu2S94Kkfd2PcO+ssn1ftdNfb8Y0Kwy5CMPrN1Rj79hrNY99feQR7shqWU6QQhps4LjfBxTNXYtLsLaaO14s0cfB0sTJbfGupV7N85X/Xap7zw7YT+H13tql7b8/Mx6hZq/D9thOmjq9tTtuoMQkVBWXVptPkLtonCwqLU2Vb4XraRwvqMTuP198B8fZPN+Pv83agyili3FrBbP9x7GwZftnpa1q1JPU0t5+0I4JRQ6esyonezy3Cf5cfqeuicHFIVIsvv6s8Dc1wZY0Lby49jIe/2VFrZbMDIQw3ceyc5Y97Zx2u+2A9APNLaf9ZsAePfbfT1LFHckoB1L8BtrLGhRmLDuDCGStMa9jrgqKKGgx5eRlmLjpg6vitx/IBAPtOyst9YrgSUPZkFeJMA7cdPHa2DICY5Fll3havA+XxPO3oM+PfXYsnvt+t/E0IwYNfb8dfPvHGnqcClngHQGGFHKnhx5T6qeyh9t1ug8kQfZcnCxtWBkohDAusYdBp0RSsdEklFLeub058V/53DT5ZcxSA19msvlHtdGPQi0sBAAv3+kaFIITg07XpfuecDkLYOZFfrggb9Y11R3Kx8mBOXRejQXPd+xt0l0nNUFrltNWEKlCEIBY4N+iYwVTW+IZeo/XMpumWhAOdH/VseFNQzCQam4G3ByEMN3GsaobNCqQhkIVtJa+0CpO/2KqbLjozrwxJU5MNPacjw7zNqK76idnrjuLrTRnK36/8ud8nFFoxEx9SPfBsyyjAawsP+l0zmPFp1KxVGP3m6sAvEELu+nwr7p2TYvr4KqerXght9Q2aMCFQJn++RdeEKlS43cTHNMslBLGAybfgRMUbOyTVvvrGxvSzDX4FxC6oFt+ovTRUkxchDDdxrI4DZo+XQqC+pffWuvSO4wWmhFcAGPrKcqw9nIsZC7VNBpamytpDo5BireKivGWso47gleQDmPZbqvL37PXH8NA325W/2SpTl1ArFSrvWVIy8pE0Nblehtdxuwl2Hi+w/brP/bIPV/53baONr1lX7Kgjc6enf97rY5plRdNlZF9MY3L/YdIPQu8+ehP1hghP+2tmnFi2P8e2UG5WufOzLbjhA/ucQKcu2IO7v9hq2/VqEzaaRGNECMOCkBAKzXC1ZyDKLeFrI6gmdM3hXNPX/GpTpuY+0/I808fXVyWTg3kYs/bcvGe55eNNAICbPtzov7OO+WpTBm78cCPWWnj/ZtjisZ0uDVITWt9xuwkWbM8KOrNYKLTodi7NLjvgayJjZANJ2XVEtqIAACAASURBVJNViD7PLdY1saGxeL/ccCzwAkKO9X7eC0uCukZ9Q9EMe/7fmHZW8bHQ6zfvn5uC8e9aj8xgF9k2OkbP33bC0vhUn6BDSNqZxrlKJoThJo5lzbBJzWdhuf1pG6lQsvwAfzBSltwMilhUYa1sRtdj60RvYK2scdWJ53pqdhFGzFihud+0tp/5bbdzRFZBOTamB+d8eOSM7GA52WbNS7hnZudspLZylE/WHsW/ftyNz9cHJ8gVhyBl67L9oct+WOU0J/xTx91VB7WFGacnpKRa6/3g1ykY/NJS02WqrHE3uu9N3c/cOXsLlu6X+3I7HbkbKlbtpnefKMQtH22s9RWEUwargg31VQYlDEuSlCFJ0l5JknZJkmTeCE9Qb7C6rG/2Qz9TYv+S8qhz2gAAbhrSibufLrkZPdOqg2dsLRdbJ3rjV99pizGKk+441Hy85iiqmQE/Lirc1Hm12ald/sZq3PmZufB+WoTMTl25bv3p5dPOlCjRPuzi9cWy3Xiw5iCZOhEGeBgJAWeKK/GQiTBNaw7nBuS0+fEaf+dRHoo3vU55tfYtSc0JiYKgNqiscdmimaf9Ms80ov60LGucKa5ESoa97dCsieHzv6ciJbOgzkxIGht2aIZHE0IGE0KG2XAtQS0TCoGHFzfYjuD2tI+I1Mh+ZzaAu5aNbKCwtzPScIRikmCEumtVCx9afW9thMbZdaIQbyw5aIsWLMxmO/W5mzIw8vWVzPdUf7xCx769Frd+sikk1w62T9iUnmfr/WpMfht3f7E1IKfNORszTB3nnWxr46hvoW5MUuNya65a9Z22GA9+HbyuS+89Hz5d/5bezWhqx7+7TjEdq23CPJ9aeXXtaIZptkBeA8grrcIzv+xFebUTyQ00kY0wk2jiBBpNQg9e3OBfdp60dB8e1JYxWM2VljAdKGynWR80HH/u8Z2M1Ofx+a+zt+CDVeY0c0Y4bFYNP/9bKrIKKhRtY32uRzvJKjA/CWIjmFB+NHA4VWPUZsLrSWgab0xc7RLXj5Ja59r/rUef5xZr7l9+wL7VNF4dpWQW1LuQXWaKo5V4IhCsTkJ3Z8lhPCfN3sI1Mft6UwamzNlmQ8lkJJ2VkVeTD+DbLcfR/4Ul+M9Pe2y7Z20SrFRAACyVJGm7JEkP2FEgQe1itfsJNB5ksE45gFczoxXOx2szrF/GcIfvZ28YRNyglti9762ovexBhBAf8wdA1so9+q25JCb1gdIqY6e0F37bh6tNhOCyWzPcVKEZB83ARjAJlIYSY9abdED7mFDEV68NDmpoZu3otylGr/mbzdrOzHVBfbdjZicPvNWYab+lYoXNJoHyfb2/TxX5TpzVVWbWObU+EKwwfAkh5HwA4wE8IknSpeoDJEl6QJKkFEmSUnJzG6YXZWOmttq7HcvgUR6NblLrWO5+s9mM1OPV1xqdcCjCw9nJawsPoPdzi3wE4sJy/4mC0VPU8z4fX23KVLz09TAbJSNQvmUyb4UKQgj+u+xwnWZvev3mAbV6P6Ouwe4B1kyrPllYgYtnrMCJfK/9szodLQ+7VyfqGjaWdGJMRFDX8toM8/fb0X6dLjf2Z9tjQ2unMHyysAIZjD17rs3mcrWpVWfrJafY8xwa7/RoPU28xCMoYZgQku35/wyAXwAM5xzzKSFkGCFkWJs2bYK5nSAUhCjOsBo7OxZJo+VJ2iZNquN8z2cHPB6G0STqSJikwlk1M1U3M+kItLjq88pMaHVrk9ioMOX39kz74w1/vv4Yd7JhhqO5pYbfGSBHxHh3xRE8zMSI1iPDxsGmX4cEAEBCdHBCj1WsOvHuDTLLo5k57oLtWcguqsQPbGpcZZmYf87uE4V45ue9QZWtvsHK9rde0MXw+NySKkxdsIdrf6zEidfov9WrXIFw4YyVmPDeOlsygdrZr18ycyUuZ+zZz5RoC/6B6GBqM/IIO5ZTIVzLVt7uMJehJGBhWJKkWEmS4ulvAFcB2GdXwQS1Q20liahNgdHoXuqEEVqHm+2TDtej7GS8SUeqgaYkUAX4Nf9bH9iJIaJNvDf5Cc+W1Q5qXP71e+xsGeZv1dcaX/HWGoyatQoVBs4u9P2ZDZd0uQ1Z/tJzS7HiQI6icQ21hl2N+pM9klOC53/bp6kBrs2Bny2bwyBazV2fb6lTjX4oYAXXqhpjYfWV5P2Yv+2ET/ZLitFbs8OxmfqT2KEdDqWZBK8foQRy29o0R2Drhf7WGkLqu6kJSzCa4XYA1kuStBvAVgDJhBBtC3xBSAhUU3XvnG345/ydltMHG83ujc4LBrMaX3awKqqoUQK7U9Te48E22Nry5tWCcDonSmZemRJ/N1CaRYRxtwcSxqq2CJXAxPtWbvhgA6aa1Aj2e77+dZFj3lqDKV+lIK9MFiS04njXFn+bsw1zN2Uqjnxq4XNF0OUz7ru8aYK996ZaUvUn8O7yI5ix6EDQ6amtcDinBLPXHQ35fXJLvRMjPW2mGl47Id7Bg4tZYTi7sMIwPGaNDWnSQilfnrTgpMojFLGFH5+/Ez+yKyEafLPZO/GnQvi6I/wY8S43QXZhBUpCEHvcbgIWhgkhRwkhgzz/+hNCXrWzYAJjdhwvwOCXliF5j/VQJisPnsFvu7IDdl6psNgYNx21Fm6JC+1LNTpTupl2YvtOFmHQi0sxafYWFDExPuOjfePsalVBqEyGaXzYhXtP4ZU/9wd8HZ5Ns3o82XXCP+Wt+nmNPoFBXZpbLVrA2OVMlZEXGkGdZ5tHk7iYLbtRem87WbA9C0lTk5HGTIh+352tLCOzS9O928UDACYM6FBr5QP8vz+vuRO/Pj9cbRx9pLLGhS0afU61icQ3vDCNVDOsTtrz3+WH8ckac4JpVkG5LRrQa95bj1eStVPJB4o6c97Yt72Oq1Hh/Ekxi1bio/lbj+O1hXIcay1zCLP97TX/W4+/aURJoDHUB3ZqYe5iOoRSq7lBJ8GQmXp48Q9fx1U7Svrrrmz8WycSBHe88dTRaY1EHC5CcPFM2XSlviNCqzVg6IC26WjgmbssR5MIotkFO5ulYWy0+graVjeln8X8rcfxxpJDyr4ql/fek0Z0tXRfu73dX1soD2J/n7cDs4PM9gX4TkxcKo3IP+fvCvr6+04GvuQ4e91RPDA3xbRX+upDgduYsa+pxhmagUzPUcXsZ/LUj7ttKo0x//Lc69Vk76Trse92KiYu7IBP7Y9LLGo4TxVVBJRZUStUk9VVJx6DX1qK2z7djEzOpMiMBlc98JdWOZVkIsE4K418fRUe/z74NlltUaAmhOCRb3dggkFa4xf/2I9tGkkkzPSDPCdmQgim/rwX3xmYEpltP1rRhACgc2IzAPZE9SAWqvid5Ye955l4kGCdcU/kh84cZ6lGNBlejTpdRHdyRzXHoSyvXQhhuAFjh+LyBYuhkYKRC4OdadMMWUYz520ZBZj6814dDbLvjnlbNKJJWC6hOewS02j5hr/qTbVcVmX/8pmZ8GdavJJ8AEv355i2pcwNIoZ0bVinBZJ9LFD2ZhXZlt3KTDKIbI+tMG1narSEwItmrMQTAQh4XlMEPsFUZ2WNPTHJaRHu/XIb/usReIL1EQhkJS8Yth7LR/enFyJ5zynsN5GtjIbpCkgJYCJLXyjDz1Gtsx2+MFba8zvLvSE12dNYW3wjrFS3ujkH2/WsOuQ1O3nga77zLq8LqXa68fUm7ZB4DSmluBCGmzjBZItZfchaDEO9dlFgQ/By9YDvo2Vk7v2NSvjVc2YA5NBeetoIq+w+UWiL5zSP9Fxj+2D1QFEbEeTM9onbMwKPAnGacfwKlWMoTyBko5icLqr00ZKuPJjjZ7NuhsM5pbj2/fWmslsZOeXJZfR/ycv35+CQhcxfg15cqrmP5zBlFq2MiHRrMGmn//alPUkHtjKTktp2MAwWq5kKw8Mk/LwjC92fXmj5XlTRwL5RtaCm5YNgB3aG8rKckIoQ3PPlVh+TgClfpeDD1WmWrlMXET0XmZADThX6f/dON9GdYDUg/zkhDDcGajVSA/P7ni+3WQrKrre8eMVbq01fR2u2qdeHsGfsyTIXdocVIM5/eZmpc8zS+7lFtl6PYmYJt1LlFW72+1llcfLjew//m/BCja04GLhzFHuPI2dKkTQ1Gcv32+sMxhsg6VfichNcOGMFnvzeawZx75wUTJq9xe+cYEM/xUd57d7NCP48Zdx9c1Nw/QcbuMfzviO9FQK9z26NRnglrfTGtKij31yN1OwiUyHptAjWqW1/dnGDSQrCIxDzFaeL4Mkf/E15zNSCxFH3q/1FSqucuPLtNZbLZQU7TG2sKjWf/y0Vqw/l+iUweXPpYb9j2zKRbyi1FdmJB+8TP1NciaSpyfhhm+xUd6LAvx263ITbt1BCEeIyVAhhuCFTB1NI9cBgFLZL71yWAo+D28a0sz7ObjyWaQg4el2J0Xhmh1MLpS7DKxlpuXmY7YTtlAlWHTqDUbNWcfbY803Tsv6hSk0dLLzPhAp1dJK2cJ+xliUYbSfgazNqxgTCaldRamNkhLu/2Io3Gft9iiI3qeqUnYQuTc0J6JsOFlqENYdz8d1WYw/7+srdX2y1fE6Ny41rBpp3omRtTKlg9J8FXkcs3mSQF+HGyPxkYwArLGq2Zxagz3OLNJ0rWdjxyozTq1byJh56bdaMIG8lIdQdn242PIbXwqiWnT47z9fG6Xbrmr2st+Gd1RZCGG4E1OZQoZ4tx0aF8w80ca6asion7py9BVO+0l/a1BLK9CJcGAl8PE1IoDagdRl3OBCh3oyXeLCoa/KAxtJaWBA9Eu9tBRvCSA1PY0q3uTxCm5nPJtg2W8WY2ZixizUjMIeS91el+dlO0kHUqXL6ZEtKYN1Z7E+bJ0Ba36qdnMgvDyhUmpHWevNR65Ou3JIqdGrRzG/7b7v49ZrHmJCpI21YYcdx/8g3LPMMHPBYtPr7t5cdQpXTjdtMCIjs55oWZHhKNY9e0Utz33ETKyHq1qw3vrGa+UOnS7hjBO8zMtNjVDvd2JGp/94aCkIYbsDUxfD2xhJf55qIMOo9HLxI7vQIE0apdxNj+RmyWsVGap5jVDyeB22g8Xlzi+1NtakJ5wNQCxZmiIn0FYaNNPN2oCWc6WlF6HKdFVJMLNPVuNwYNWslXvjNmzNIyyFMLXiytu40zJAZudPOOKFmmp5VYTjQiWCxTjxRdexXKgy71PfykYYJ+nhCvpnl0W93WjqeB/sd8qqOEGJLn1fldCFpajJGzVqFV5IPBO3wZwfzLbazlky/O7Bz8CHNtFDXd99p2qZmWisbZttBxtky3PSh14RokYnVHiuw2TIDQcv0SI/MvDJc/c5azFzkHcMLyqpxsrBC91vW6wveW3nEcLxuKAhhWGCJJam+JgpW7KoMBw+T47VLY9k0PAgv5SqOQ9tFPVoFdC12iTBY3G6Cn3dkmQ7n5LRhSXnQS0tx8LQ5bZhWGB416lev9ar0xiqjeg1UNvl2y3GcyK/AV4xX9C87T3KPVceoZgcl+o7MfIW1LQxbVQz7CahmznET3Khhgwz4f5tUMNGbvxGENvqAFmx98e5+5X/XYqCOQ6FZ1BNPteBh1O5DZc5sRdhiNf6t47QVEnaj9n1gue3TzaacibVYfiBHia4CWA83aISNVnmmOVsqT9xZO96LZq7AJTNXctt7eJjGZJWh0KTi5I7hxqm86xohDDcC6tK/g3beoS5DarbX4Shbw5tbb9CkxRswfYnpe0YEsWZvl93wDykn8OQPu/2C4WthNpQNGx2D9+6O55lzWtIKw2OEloamLgQfdtnwkW936B6rrqpmjFadCi5uYhzVo3/HBGuFVNG8GX91RAsrNoZAYJrh2z7ZhPRcbW9+f2FY/l8dkF+lGLZ54mDuudgy8Oou7UwpSiqdXFtoOwlFpjEzqJ3A9GCFpTBH6EQKq05xPPMWs5phtXLEbjMjnmNjKMdQt5v4RWkBvBMKnglMZJjct9HIR7x2YLUfqs8IYbgBEwozwNQXr7Z0PB1czLRj022dc6CZ2Jx6HfElM1cCsDbDD0bTXBZEbF6WfE+6bV78XV7pzIZsG/3mauU3b9D4dRdfMxo45t7+g5f1DPEd/Ilj7N6T95xSvhXuPfw03N63wAoFY95agzk6E5h5QQbdZ20zzdhpWv2SAxmYjUxS7v86xUcYdXjalzpsITvoEhDuqk2gBBL2VK+ffX+VtbBZVhn8kr72uT7EuWC11/U98obZLl39zoPxZeDx4u/+mUfZmrOS+howbq9ON/H2ASbfUWS4/NCpnogqn671t2k3+7rr+WcBQAjDAhVWHOIAez9yvUHnTImxLZ3dk4OwsMAvGEhsWR4O3nReB7PORkUVNUiamoykqclc84OFe83HjTU7ALrdRFlS1dJUtk+INn3fYBn2ynIAQFSEbzeop9VXP2sE840cVWmD3+KEVOrYXH6+dUeCyBqpKsO17683DD9mVeMeTJY1LbYey8fGdK8zj7bduBe7NcOBaLx58VWNUJvTaKKqghoXwXrm26iLSBpWeeH3VFzw6nIkTU3GN0FO8vQ4VWRttY2nSTar4VUf16G5v0NhMPD6abZd6yl/AplwuNxEM5ShFmyXEUjMaRYhDAtqibr70uiYaSYBh+lZJGcbG9rmnLZx3PNax/nHbtRj7/Sr8NL1/TX3hwUhXQfqfKeGloAb35ZTPitxn+3CjGmG003Q45mFSuIGLdksGM2S1XOps5KVJVD1HdhIHJNVYayu7N/O7/xWFr9RHlRQZe0z1Ylk1Pyy8yTOFFdi1CxtrTeL3dn0KOxqC1vvD8xNUX4XMHaIBHx7/kAx+1jsJx2IU9tdF3azfA4AvL7oIP76uX8oMi1qWxPbt308XrnhPJ9theU1yPUoK3afCF1kgRYxwdsjmzUXUvdPHVvYO0kff157v23sm1x5UHs85YUWNWqvNW63N5RhEONwoPy22+6VRvsRwnAj4M/dp0ynfNRiWLdE7H/JmokE4G2EU75KMTjSGLMiSbjGmpVVq4b46AhMvijJ2kkmCSbEEAsVDH7l2HTx7mE1DFWg3Dikk/LbjBbxzSWylrTEYz5S16G+WCwJwzqPqt7HM7NpqRPxxCzUHIM6xADAJ2uOYsdxfTOFt5Yexol8c9q1AIKSmIKtIrYZL2UGeFb4JASoCqFmuH/HBIzs1drvOLYuA/lWA+2NrYbwKqiFyC8sB0+X4K8BCvp69NJQcLAM7ZYY9H3YJqk3kVC/8z7tgrPxV8NbOWCLoxeft6zaa4L3skeZ0yxSPzrFqcJKyyunds6z9Jwd6wtCGG7A0GWgkion5hlohowYeU5rxERaM5EAjBsMm3ozmAw7kXYbbTEMT2rpYzdKCaYvuOpcf61gIGTmyQ5JuSbMRABg30n9KBB//mMknpvYD3cM74JXbzwPGTMnImPmRBybMQFHX5uAnx66CGEOCRf2aKl7nf/eNhjPTugHwFxs4+UHfLUZWh1zXaxxWDEhUA+gegMq77p64f/MoiWo7jCw2f0+xXzIrFBphtnr5qhCEJZ4wrKxkwhqMxwZ5sDBl8dh4gA5GcREldOdHkeY0E9+E5Ywh+Fkjk3FbDdGTmE9Wsf6bWPLu3S/tjlTbWiNH2Pi5V7auw1GdG+Jb6aMACBrke8c0RXREcZ991XntjP00Vh7OBcfrU4PqrxsTGS9167WIA/s0jyo+6rhd5neAs26eaDmue0TZJONr6cMx3WDZKVE23h9zfXV76zFf37a47mL8XexbH+O0lY/mnQ+MmZOxNZnxviXWOcbe/f2wYb3qU8IYbgBw7bXab+lBnWtDwJ0BDEaNJc9eanla/IaGKvxDLST10onvDUjXzfVrBGX9W7jt+1PEw5/WszbkomkqcnIL6tWnIzs5L5RPTDjpoGYNMKr4ZEkCQ6HhGFJLXFBUqLuQEHjEiuhdwJYldBarjQS6PQI1A43GDMJvbBDPGHYSDM830S2M61Y0q1sDGsVSGg1M+hddsD0pXjpj/0+fUpFtQuVNS40iwxDdESY0h6sZL58OfmA9/6qNxjhkHRTbAdKoNW3X+XMyrsMO/ncqZOoIlg7Tz0Gd5HjCT95VR9lQj333uH4/sGLMPKc1siYORGLH78UUeEOU6sMkmQ8Ed5yLB+vLz6oe4xRU2bDiumNXerLPBhg1BwtePdmN+n57tAVwcgwByQHPdf4g6MRQsx8m0tTTyvHKX01p261Ijs9Pb4vrh/sXT3s295arPC6oNaF4aqqKkyZMgXdunVDfHw8hgwZgkWLvMGzV6xYgb59+yImJgajR49GZmamz7n33nsvEhIS0L59e7z99tvKvnnz5iEuLk75FxMTA0mSsH07/yPev38/hg0bhsTERCQmJmLs2LHYv9/fw7OpEM1ocO++yPwymFHD6pwYwxzsv//cDgl6u23lraX8MEijzmmNqHD/pmBW6O7dzrvE16ONrMnZkxW47dyzv8jJH7IKym03JzCboIEQgiFd+QH01cuVZiNY+N6Dv/0TjseyGaqd7oBNU/RMSwZ1aYH5D1yo/G0lDmw4J7oJezgvisecjRk6JfVcQ6O4wYQCpIztJ69ohEqryF72Us4k8osNx3zqaO6mTFQ53Ur7DGRuyEZ2Ub+u8DCJn30ryGZn5NCodZ/hSb4rMrxVF9ZGvzZDr71z22AsePgiAMD8By7EtmfHGp7z5YYM3fYV7pAwe/IwfLAqHS434fo8mPUFeXvpIUuTED1hWP2dBdLH6WGkQNBabatxufHQ/7N33eFVFOv73XPSgIQmvQZQKQECiGABBUVFsFx74Yp6vbafei3XgmJBQCkqehVULCjYsAAqIkjvvQUIgUAgCRBICOk955z9/bE7e2Z3Z8tpOUmc93ny5Jyzs7OzuzPffPPN973ft7vkz6IyP/hy38lZRZbXFwTv8yF91BcOey0r0NKnh9pvYJhQ48qwy+VCx44dsW7dOhQWFmLSpEm48847kZ6ejtzcXNx6662YNGkS8vLyMHDgQNx1113KuRMmTMCRI0eQkZGBNWvWYPr06Vi2bBkAYMyYMSgpKVH+Pv74Y3Tt2hUDBgxgtqNdu3b45ZdfkJeXh9zcXNx00024++67a+QZaLH2cI5t4UkjLYgpIifc6A0kI5OqHf+13JJKQwopYj24xkeXgdIqN6b8mYLyKmNBn5pdrEtfyvKrpWGUlahFbDRaNfYvsMnl9qgm2BvkbdzmjezXt9nAP0wUgcVJWdR3ESsPZgcWZGZjybE57Rx2pOcbWp1mjZHGFLHSXD1jnWWdtLuMxyMqCr+vMLp3f6nszhZX4j8/GGcsi3AI6NTceEFn9ipYluG+Hbzbrf6kzga8luHbBnSw3Ra7IL7goXI9p/vf+S3ZfqJal6hTBeXKYr200nflj37OWgXI6RCwPT1Pt3gNdBG6ZL/5zhBRRrTvrEWc2rqfV1qF3JJKVb+nFcZAdqB8xc392uGizpKyHhPpRMu4wINBR/ZugxHU/JDkoxGBjpX5cLX17uaInq2oc43LsXbkgrnwYO280IGiT8/fy3SNo6lBD54uVJR2M8V+IMPXutsr5rsGqgyMjPbZBdk18JXnPByocWW4UaNGmDBhAuLj4+FwOHDDDTegS5cu2LVrFxYuXIiEhATccccdiImJwYQJE5CUlIRDh6RJd968eXjttdfQrFkz9OzZEw8//DC+/vpr5nXmzp2LsWPH6l6C2yPiq03HUeSOQnx8PATZCuZ0OnH0qDSYRFHEk9/vNlRSCH7accKSXP/LjccxZJp5BPcDX+3A0OlrTP1Cy6pc+GF7pmrwa7lnWe3NK61SKLTMMEpW4gDgRzkd5wgbSs6DX+/AhMVsi/rF8dIgbCvTSaUwiNzpQVxNDbbZ648ZbomJInDt++sxeUmKirycVhxZSDdIJOEQBEUw/rTzBP638oh0Hd11vb9UuTyodLlx/vil+HKjtBhY8ewVuO0iSUEZeoE+KMcI936xDR+uOqL7/T/zvUrajYntsGjPKfx73k58sFJf1i46n6f3QfQVjWMkovUBnaT3a4e7ed+Ea5XPxQG4pHR5+U+m4rvLxL3CLIHIxW+tNL2eUxBUSi3dJ7Yfz8O4hcZZ8VjKMN0v/FVei+TnrSW8D0QXHpnQBhteHK5MrifzfV+c28Gmo15qNaOFmdaSuOFILjJlYwHte57w+jJLuQYA+056E/aImvmctOemmZsQP26JojgHY+4263fdXvmTycCjpTQsq3Jj4OSVuGv2VuU3Ld3afV9u80lRyyoox4Xjlyo+2nYRCoWG1Pn01RcAAG77ZAtjHjPu2ffNsWbemLEiVekncTHeMWOkeN88axMm/5Gi+z39XCnixy2xDFQliDSh5tQu6ndn5uOGjzaqfrv4rZU6dg76vFsHdFCU1ilLjd1HjPi/zazDggAs3C0xQGTI/Tj+PK9RoK75A9tB2H2Gs7OzkZqaioSEBCQnJyMxMVE51qhRI3Tr1g3JycnIz89HVlaW6nhiYiKSk/W+shkZGVi/fj3Gjh2rO/bTzhN4c/FBXPHOGgBA06ZNERMTg6eeegqvvPIKAGBlSg7+2Hca935hPtBeXLAPV7+3DlkGvKRuj4hJfxzEyfxyZsYZLcyCIXq9/hdeXrgfk5Z4FU9t1hhWe4/nWlt3IxyCKhrVTFnxxfenm2z5+XmnRIv2u6a9oiiqMh3tP1WoOv7NVnZQIM0LSw/oV0f3tN02Gk6Ht54Xf9mH91emIjW7GOsOq1OS0hP5JVNWofury5TvcdERuKB1HJo2kCw7ZAFgFzNW6DlpaTSIdOCczB7wP4biDADLnhmKz+67yLSeYGYMevDyLszfWRZPOjhmrA/UUSzMXqcPovn3PGM2E6PUynbgcKiVWnrxdufsLbogMBqsZx1LRZHbVV61E+etH0spj+msjKxyvuDK7i3RsXlDxfoTDHYYFj5dl6ZrJy1Ture2L19KNCCqugAAIABJREFUDXaOWG5eRbLiZ7UzcsF4yWXP12xnLHxO7VzRFkmCB77aYXtHY3t6Hn6TE+Fox9eGI7l42KT/a/HwvJ2ocnt0ylc4QJ7yTf3aKb9NM8nqR3YbCWiZrAVxiyOGBu1O4t2fbdXtPp4rqUTSiQKma8f241Ig5a0fbza8Jo1pJkFwWkV0dQo7nmWVhmKNnDX20s5oERutcu/zdXdM+zxoCILksgQAx2Qdgl4MjaaMZ4DevacuIqzKcHV1NcaMGYP7778fPXr0QElJCZo0UUdtNmnSBMXFxSgpKVG+a49pMW/ePAwdOhRduugnay2lSUFBAQoLCzFz5kz0798fAAyVWxp0Z95rwK1IZ1ayQ2nUrqk1sTft22sHdpSfj8eoXUlamWx/NYhyGlo9B2h8TO8e1AkAcMdAyVo6uIt6wGj5abX0K0Z8wrT/Fm0l8TcC3ulwMLettP6bdPCTNmsWkeqREYKujVpc37sNVj53pWW7tO/u/NbG9EPLnhmKHm0a49qENjjy1vW645d0be7XYmHoBS0M2RZG9GyFRlFOHaeqdjttx/gRKkGadFKtxPmKWLsJDWQM0vQ7O9HtBBEOh4pv2heKIJYfenSEEw9cFg/AvvKq3dEgdFotNOP06fl7/eaZJnfYs619CqknhvuXLZBebMfFRGDZM1cgfepoXN2jFSKcAkb3bas75x+UsmSExjERuCmxHV6/MUHZniUokv3Jtcaw127oxazLHyPopnFXqb5faDJeCcwCd0f0bI0OzbxzAtk5ZMkWFuuEEa7tJXHcjkzwct0mUu47hyaNVDHNELYZf/AUxTbBAnnO3SiXmT7tjfvgvIcG2ZZjx3IlJh4S8Ot06Jc4WiOVmbW0pcZ3mR6/9w7upCtPB5ARpEwciZ5tG+vckIziM7SLQzLHXSj/TrtzlBksDv94agjz94YmQXqi6H13b9/SR3c8wunAH08NwWOyb/APj1yCXa+OwD2DOmHnq9a+5LURYVOGPR4P7rvvPkRFRWHmzJkAgNjYWBQVqYNKioqKEBcXh9jYWOW79pgW8+bNw/333698z8zMVALr7rz0Al35Ro0a4bHHHsPYsWORk5OD9jaUUnp13tqGv6kdRS3aJACG+Gd1pAPSKMSf15A5kdmZb+M1gpRYXtsxrJsut4gIh6ASlIQjshlFik4L1zsHdgQANG3IVswJz+e6VLUllixctBzKtDWZFl5EuT448TpV+8jfbAOrKW0ZJqCFJvGjtBN9TPytzfxBLzu/Bc5vFYujb12PgxOvw/8N62a6pSbVLyDSJN10jzbedx/pdOio3Sbe3Bv/HtrV9BosREc4kPY2eyIUBAFNGkTqLBK0u8uPj1xi6Fs49dY+SJ86Gt8/PFj5rYUJI8JH90iLVSsaIS2079bjAR67sht2UULbaAw7HIIqE6GRBe6vZ7ysKaP6tDFcyAFQaOsOni5CQVmVYbkXrusut1/dl8jEO25kD905ZjsMWqVm7+vXKJ+Jj2v3NnG4MbEduvigXJmB3AML2uEkQgru2Z2Rj24tG6nG7gd3S+/+8OSROoMGrZQ0bxSlWryR7VyyiCFjuH3TBvjmoUF4aEgXleL8yBXSGKF9hne/dg2OTxmF41NGIX3qaGx4cbjuXt66pbdu3qADGkVR4jQm74AodGYyJSbSgY0vXYV1LwwD4JWvxGr5xo298N9rLgQAdGyunhee/znJsF6iANKMBXRbYyKdKqYZwH8Xiaeu0s+3qnqpz+lTR6Npw0imVX7M4E5Ie3sUGsdEqt6v2Tgj6NNemotYTC5alxOz6VLHJCPLlf9ecyHevqUPto+/GltevkrpT06HgDEaJblBlBNOh3kg7prnh+GXx6RARa2Rxsvw4P1tyq2SsmrEMtO7fRN8/+/But8jTaJRSXsEwfjd927fBOOu76Hc63mx0Zhyax+fk1/VFoRFGRZFEQ899BCys7OxYMECREZKSlJCQgKSkryDuLS0FGlpaUhISECzZs3Qtm1b1fGkpCQkJKgziG3atAlZWVm4/fbbld86deqkBNYt3ZPObJPH40FZWRlOnTplS3GtNLBOGsFOJGa1DYoqenAkUltGF7SOY1qa7NietF2dTASs9lS7PbqkF8Ry1onyKaIHEKlP+1y1A/uH7epUnuQ84pPLAi0AiNJsFFVv9FqdgqBTmOjnbJYFTikjtzXCIUAQzC3DcfIkFOF0oGFUhBy5S9cl/ad9HSXqIfuWb+0z8J+hzfzErMIKLNS4IVRT78QskpxMavQCzyybXZRsabWT8Y4GndHrbHElqtweFFdUq7LBGVl8IxyCLhMhy3pEP25BkOi6jLpLymlpMTd+0QH0m7hC8em/edYm3bUBfb/1eES0bhyNJozFZWuDdNYKOxJ1L/Rn+rwIh2A4sdKwkzo7oZ35Ap1+ssQ/8nRhheEEHB3h1Pmom1nzvNH2Uhkyhh8b1g1DL1CzWcRGRyh10QaC5o2iIAiC0ibWTkkHhpFC2yz6HRDF1s7cQZRDUpLIlvZNGygLXO2YoDN2alEu+xfTOxehoHAErC3s2qDn6AiHoewkz52ef+zQOioZ7UXoxJm2n7PG7GXdzgMAnT85kW2R8nNsFRejS9tMG4DIjhRzvqG+x8VEKAqldqeHtI9erJHnotUxLut2nrJwZMlMs0dH5r/aH/YWPIRFGX788ceRkpKCxYsXo0EDb+e55ZZbcODAASxYsAAVFRWYOHEi+vbtix49JAvI2LFjMXnyZOTn5+PQoUP4/PPP8cADD6jqnjt3Lm677TamxRjwCsXy43uwe/duuN1uFBUV4bnnnlMC8+g+YpTZjbb8GSm6tPJiR8G2s8XppsoQperaXq1N0ttaVqkTWGSgsQIsXB5RZ8Uk90mv6GnrDTFoah8lOc8ocpv8/uFq44Ax+tmTAW+URtnoHTgcgu4908KJTBRmgpfQegmCgEinA1WMPkFYCW5KVG/5EiozAlYzq93GyhULWitIAz8SqgD6bUQ7oN+JmYVcUYabN8RvT1yOsZd2httEOSD9zh9XgAOnCvHHvix8sVHyk/tJk4DCaJw7NAF0ANstiu7DAszHnZE/uTZYhixotFVVu0VEOBzK+AegEOJHGOwwsNpD39eLlAXX6RBM3wMAfP3gxWhpYaFf+H+XYVj3Vuit3fY2qPqc1vXIJswWR4oyrLk2S146HV4lxczFgfWMWQkjaPmvbaFTWehYL7C9ypxUlihhUREOpR5fuL6JISeKUoYDST1vBl9rjXQ6dDLDLLOjnYUx6QMuj6jbxdLO3SyDQ7rsbkHYdRRjkcvc+AJILngEl3eTdkCTThZiXepZFFLZA+n7EEApuNpdLZHMmd7fFLmoKRsd4TDd4TEzrrg9vs039QE1rgxnZGRg9uzZ2Lt3L9q0aaO4L3z33Xdo2bIlFixYgPHjx6NZs2bYtm0b5s+fr5z75ptvolu3bujcuTOuvPJKvPDCCxg5cqRyvKKiAj/99JPKRQKQhIg3gEKCp7IU9957L5o0aYJu3brh6NGjWLZsGWJiYlSdQNvBRFFEpcutcrw3nPCpU1nCihDKe+uRyrhky1Wly61TSOn2VLk8uKRrc3w2diAECKiUGQ7oa9mzJgrMbxXVHh1Dg9sjqgY4AKRmS/7ccyiKtWfl7TvAK2i1z4C15UMjv6wKb/x2QGUJWvP8MFUZ2oqQXSQRgBtZOYwmDKcgoFLzDkkkLd1+jyiiuKIafyUbBzoC0vvLKdKTkUdHODCqTxtd+wRIC4WvNh1XBK8Wvkb3/6O/WuG24/rDglUiC5JRjX629HgY3OU85fP02/piLBXcRD/HxI5NEeFwoLjSZfieSH8hY8DtEVXZxcxww0cb8eT3e/CZzGMcr2HVMAoadTq8k11needj74kCneJKK8MiJH/Ft/7UR6QDktuQnUx0ZJLTb6l6EOEUVNZTothU2vBpJgslelFL+2FHOATLZCLDurfCdQmt8ek/B2BYdz1fMOBlG/nvNWpXiRNyX/5t7ymFGQMAHhrijfHIZowfgusS1C5ACk0ZoyxNPXX9/zZg0Nur5N/ZCi3pu2bUaix3JZa1WGcZpumqBHXbWRA0ZckrITIvyulQFEOi1HlsjAkiY+g2Gy2iAoWVe4U282dUhAOVbo+SeROQrJS0AlxAKZE5xVI/OVdiHMhKxm+Vy4MtaeqAOyvFG/DG6ZAYErdHRFZBuRLAGsWIDVCuTbU7V9PGV3/z0ktqxzhps87FS7HYUu9O7o/ESODxiBBFES6PqLzjxI56n2SzdcRve7OwPT3PtEx9g3/mIhmCIIwE8D8ATgBfiKI41eqczp07m66GR4wYoVCpaREdHY05c+Zgzpw5zOMxMTEoKFBPUhXVbvR4TYr6f/DyeCUitFGPIfhg8tN468+DOJFXjoMAbv7hBMTvTyiUYIAUkVpc6cKPO04YCq6XFuzDo1d2w1ebjmPizQlYnpyNdalncZrKznLzrE1IaNcYr4zqifGL9uOlkT3w+He7VfUQMm0txo/qqQRPTF6SgvyyKrjcIrIKyxVH+sLyahzPLVUxHLSIjVYNQEIvo51MtLyetJB86oc9eErDw6qN6GWBTISAVzn9ZksGnvphD6IiHPjX5V2wYPdJpe0sHDpTrPIPfuPGXrqV7j+/3AaXW8QZk8mTwOj9fSG7YdA0TbRrBmn/bZ9ssbwGIAmZhXtO4Y/9p5WJ68oLW+JITgnbb01u15uLD+JNA5q6bcfzsO34duX7zTPNI8F94Tm2g0ev6MpMiNEyLhrnSqsU3soebeKUdzbttj4qv8Q7L+6IO9ERmXllWHv4LBpprNV/7JMWXkYcmP3lPvXTzhN49VdrnuJLujbH1mPqVLpE9Ey4KYFxhh5bj+XBKfvI/7TjBF5csA+T/tC/I3o7dIkF96vDIWDXa9cYHif9kFjwRn6wAf07NcWezAKM7tMWS/afVpRp4utKFucT/ziIc6WVWLT7lMpHnA46WvncldiTmY/oCG8wLp2K3ekQkF1UiWd/3Iui8mpdRPu+NySaPEEQMLJ3Wzz2rVqOaaGd6I1YDF4d3VMZd2Z0fX8lq1N7z15/DHmllSiucKmYZqQ2Sv9HfqBO38ziHD9XWoXvtmXiu22ZumM0nAzFkSijL1/fAxl5Zfh+WyZe+/UAXv/tgNLnaKWJPBOzJDO/J2Xhw3v6K4r520tT0KxRlOK3HhnhUGRTbkklbvtksynFIMFmWSF8/bdkvP5bMjo2b6DiAQ8mtE/q3sGdUO3y4GfZjYPlRrNk32ndGDpGGQk2p3kX6BXVHh293trnh+GmmRtRVOHCtGWHlFiUVxbtV8o8MbwbZq1Jwz2fbzVlhEmfOhov/bJPdX0AuGyqly7VTN2/a1BHvCf78WsDhxcnZRnSgZI5+OWF+/HZ+mNo2jASLreoMC7RawyyqL3m/fW6egjLAyuQ/jWGDKXlPNGVaKx87kqdvlBf4PddCYLgBDALwPUAegG4RxAEdmhuGEE4cwEpGw6dxvOxb3epWB6I0NqR7hUos9cfw/fbMk1X8DnFlQqF2r++3on5O06oFGGC5KwijPliG9LPlekUYTNoLUyz1qRh9vpjOJlfrgi/Lcf0FDPalSiBdjLRJpy4MdE8ctuIquqz+y7CJV2b486B6mQAZKLYni4NriqXB5+uS1MUfJI8xErJZlF5ncwvt6UIA0BpFXuCtaJz8pWPk4C2WhOBvI0hYL4ySFpiBitGhi4tGuFDOeDMV3z1wMUYekELDO7SXAkWeuSKroiOcKgCxVigFy9G294kWUQzzcLAKoMccb3ZZ3Lv0REOrH1+GDo1b8iMgibQBt4Y+b/SbiI3JOpZDgiaNIjEmMGd8B+L6Hk7IOm9UykLH9miJYFu2mdLK1qz1qQhq7ACEyml/bJuXgaY5o2icHVP40Q4RBlctOeUThEGzFPFsnDEZnIgf4O0Plx1BN9uldqstdinnWXvtGw7bkzJRYPFYsFSBs6VSrLs0Su7KZy5gNrSSMuD3RlSO1cznq8WZO4pKKtWBXDSCs43WzNMFWEzBeZEXrmyuxds0K80sWNTvH1LH/Ru7w2u1srDYwbvi96h+uAuY47b4d1bIr5FI8Wa+8laPQ0jDTNFmOBJizGdamKJ9zXYF5DGF/2+jueWYk9mgYp6lGYzMvMaI3MuILk2AcANDLYWQGLd+b/h5vd6fqtYVWxQfUIgKv4gAEdFUTwmimIVgPkAbg5Os4IHOzRpdRkvjpS2ILXWXrtY/d8rdXRtT1oMCKMt90FdmmP+I5di+u2Jqt+7W3ATj7u+J5Jevxa/PnE5tr1yNeb+axD2vHYN/nP1BfiPPLH89sTlSnkzxgEzjOrtFQI0PdyfTw9V0tAS9GgTh0FdmmPyP3rjJU3U/qAuzXW0WbRl5dErjFkbxo/S0wK9fydbuMdGR+D63m2YVFM0Xjegh7opsR1SJo7E4ckjmceNMLxHK3zz0GD8+OilSpT6ebHRODz5et27HKOhVaOhpdIjGN2nLV4d3RPPX6vePrfqd3bSDc/91yDEt2iE9S8ON00wQhgu3rqlt3Ttq87HoUn650S3saGB33VMpAOCIOCtW/rguWu748dHLsHAzs2w5eWrkDJxJB69sisax0TYfg8z7+2P35+8HK/faGy91vrhGtHfEfRiWOAAYPZ9F2HB45epfruSkSaZQEvDCEjWs1dH91TFCdAMIbT7g12wot8Jkl6/1vDYPYPU0fuJHdgLbKsFP8Hjw/R9MibSqSz4F/3fZUjs2BQ39PXWZ2exMN6EHuzZERfiX5d3UajajOrrZpDBj+DSrufh+38Pxps3JWD7+Kux+Ek2xRaNTxjvNxAIgqCwDc2UF+e0Mvbl/QNV5UmwmhYPD/X2ofNio7Hi2Suw5D/6+5l5r9T+/xtmTvt3Ta82pscB79yqZerQgkWhRoPMNSufkwwJRnR+gMQfHBPpROMG5n1oeA8vb3Wf9k0My9HPc1j3VkifOhrv3pHILDv7nxehSYNIfHn/QNzcrx0SOzTBO7cbcyXXNwj+ErULgnA7gJGiKP5b/n4fgMGiKD5pdM7AgQPFnTtDQ+ZuhiqXB4Ig+X4SqhCX24MKlwdOQUCV2wOHHNHfINKpRIILgrT9SKJFIxwCHHIkKPFjIuUinQ4UV1TD4RAkRgEIiHAKcLlFxEQ6UFTugkcUUVbtRpTTgbiYCDgEQfHPE0XJv9fjkaxbblFEtdsDl0eEyy3C7RHRIjYKlS6PKmiCKLKSL7MHlS4P3B4R0REORDil9jrl6HaXR1T8LaOcDlNfJ1Kn9F/a2nW5pWv7Y8GpdLlRUFaNmEin9JwEAcUVLjRvFOVzWs8q+RlUutwoLK9GbHQEyqvdqHJ50K5Jg5BFRvsCURSV7IYEgWZwcss+YG6PCIcQmoxQ/oL0DTIeAP/a55HHVqXLgwaRTgiQ2CminA5mffRz9vd5sM41q6/S5UaEw4HSKhcaRjohMILsggm79+bxiCiudEEQpPFd6fIgNjoipG3zBfS78ojSdy0zjV1Uuz1KoJEoSn6lTkEwHft2nyMZs4GMr9JKF6rdHsREOhHhEOAR9b6l5VVulFW50Eh+RxEmsjWnqALREU5UutyIdEqynWRTK66oRkW1B00bRiqBTxFOgbl4rKiWZKZHFBEd4URmXhkaRjmRW1KJ/h2bqZIvhQvkPXk8IqrcHkRHsMc+6xwtqlweheEHUL9TUZTqFyCofJJFSG4samo871yo9ff2tw9r20/mWTv3pQWZE0gbib9wbZsnahqCIOwSRXGgdcnAlOE7AFynUYYHiaL4lKbcIwAeAYBOnTpdlJGR4df1ODg4ODg4ODg4OOzAF2U4kCXNSQAdqe8dAOi8wUVR/EwUxYGiKA5s2dJ4+42Dg4ODg4ODg4OjphGIZTgCQCqAqwGcArADwL2iKCabnHMWADcNhxYtAJjzYXFw8H7CYQ3eRzjsgPcTDiuEq490FkXRlhXWb2o1URRdgiA8CeAvSNRqc8wUYfkcbhoOMQRB2Gl3W4Dj7wveTziswPsIhx3wfsJhhbrQRwLiGRZF8U8AbFJQDg4ODg4ODg4OjlqO+smezMHBwcHBwcHBwWEDXBmuf/gs3A3gqBPg/YTDCryPcNgB7yccVqj1fcTvADoODg4ODg4ODg6Oug5uGebg4ODg4ODg4PjbgivDIYYgCB0FQVgjCEKKIAjJgiA8Lf/eXBCEFYIgHJH/N5N/FwRB+FAQhKOCIOwTBGGA/PtwQRD2Un8VgiD8w+Ca98v1HhEE4X7q92WCICTJ7fhUEARmuiFBEEYKgnBYbsM4xvGPBEEITTL7vynqaD+ZIwhCjiAIBzS/3yGf6xEEoVZHENcl1LM+0k8QhK3y9XcKgjAoWM/p74y61keM2isfmyAIwimqDaOC/bz+rqhN/YQ6/rtWTmiOM/USQRCelH8TBUFo4fdDkdIA8r9Q/QFoC2CA/DkOEjdzLwDTAYyTfx8HYJr8eRSApQAEAJcA2MaoszmAPAANDY4dk/83kz83k481lv8LABYAuJtxvhNAGoCuAKIAJAHoRR0fCOAbACXhfrb16a+u9RP5+BUABgA4oPm9J4DuANYCGBjuZ1tf/upZH1kO4HqqnWvD/Xzrw19d6yNG7ZW/TwDwfLifaX38q039RD5+K4DvtXKCOm6olwDoDyAeQDqAFv4+E24ZDjFEUTwtiuJu+XMxgBQA7QHcDGCuXGwuALKauhnAPFHCVgBNBUFoq6n2dgBLRVEsY1zyOgArRFHME0UxH8AKACPl6xfJZSIgdSiWw/ggAEdFUTwmimIVgPlymyCv7N8B8KIvz4DDGnWwn0AUxfWQhJ/29xRRFA/buG0OH1Cf+ohcvrH8uQkY2Us5fEdd6yMm7eUIIWpTPxEEIRbAcwAmmzTZUC8RRXGPKIrp9u+eDa4M1yAEQYiHtIrZBqC1KIqnAaljAmglF2sP4AR12knohcPdAH4wuIzp+YIg/AUgB0AxgF98PP9JAL+TdnOEBnWkn3CEEfWgjzwD4B1BEE4AeBfAyz6ez2GButZHNO0leFLelp9Dtuw5gota0E8mAXgPAEuJtnN+UMCV4RqCvPpZAOAZasXMLMr4TVlRy6uxPpAy//l8viiK10HaIokGcJXd8wVBaAfgDgAfGVyXIwioQ/2EI0yoJ33kcQDPiqLYEcCzAL708XwOE9S1PmLQ3k8AdAPQD8BpSAoTRxAR7n4iCEI/AOeLorjIqqlm1w8GuDJcAxAEIRJSh/tOFMWF8s/ZZJtB/p8j/34SQEfq9A5QbyHeCWCRKIrV8rmDKef1m2ycD1EUKwD8DuBm2ZGenP+Yyfn9AZwP4KggCOkAGgqCcNSPx8FhgDrWTzjCgHrUR+4HQNr/M6RtUI4goK71EYP2QhTFbFEU3aIoegB8Dt5Hgopa0k8uBXCRrFNsBHChIAhrfdBLggd/nY35n21HdQHAPAAfaH5/B2pH9eny59FQO6pv15y3FcBwk+s1B3AckpN6M/lzcwCxANrKZSIA/AjgScb5EZCc27vA66iewCjHA+j+xv2EqicexkEPa8ED6HgfYfQRSD6Kw+TPVwPYFe7nWx/+6lofMWqvfKwt9flZAPPD/Xzry19t6SeaMmZziaVeggAD6ML+Uur7H4AhkMz5+wDslf9GATgPwCoAR+T/zalOOgtS5OR+UMqE3FlOAXBYXPNfAI7Kfw/Kv7UGsENuRzIkd4cIg/NHQYouTQMw3qAMV4Z5P/kB0vZlNaSV+0Py77fI3ysBZAP4K9zPtz781bM+MgTALkiT2jYAF4X7+daHv7rWR4zaKx/7Rm7TPkiW5baBPh/+V7v6ieZ4PAyUYfk4Uy8B8B9ZtrggWYu/8OeZ1GgGuhYtWojx8fE1dj0ODg4ODg4ODo6/H3bt2pUrimJLO2UjQt0YGvHx8di5c2dNXpKDg4ODg4ODg+NvBkEQMuyW5QF0HBwcHBwcHBwcf1twZdgHxI9bgls/3hTuZtRZHM8txYqD2eFuBgcHBwcHBweHghp1k6gP2J1ZEO4m1FkMf3ctACB96ujwNoSDg4ODg4ODQwa3DNcDzFpzFPHjlqCwrDrcTeHg4ODg4ODgqFPgynA9wDt/HQYAZOSVhrklHBwcHBwcHBx1C1wZrgeIckqvsVnDqDC3hIODg4ODg4OjboErwyb4eecJLE4Kbsa/UKBV42gAQA1SRnNwcHBwcHBw1AvwADoTvPDLPgDAjYntwtwSDg4ODg4ODg6OUIBbhusRBCHcLbCHmsx6yMHBwVHbMHHxQfx77o5wN4ODg0MGtwzXI9QVHbPS5UFMpDPczeDg4OAIC+ZsOh7uJnBwcFDglmEODg4ODg4ODo6/LbgyXI9QV9wkODg4ODisUVxRjWnLDqHa7Ql3Uzg46jW4MlyPUFfcJOpKOzk4ODjCifeWp+KTtWlYuPtkuJvCwVGvwZVhDg4ODg6OWogq2SJc5RbhcntQUFYV5hZxcNRPcGW4HkFE7TW5bjySq3yuze3k4ODgqC1wENc3UcT4RQfQb+IKVLm4ywQHR7DBleF6hNrqfuDxiPjnl9vC3QwODg6OOgUBkjbsEYHfkk4BAFwergxzcAQbf2tleEvaOXyzNcOyXNeXl4Tk+gVlVThdWG54/KedJ7Al7VxIrl2T0OrotVVp5+DgsAePR8RlU1Zh0R7uyxoIrDjXiWVYFEVFbhIFmYODI3j4WyvD93y+Fa/9esCynCdEyttlU1fj0imrDY+/+Ms+3PP5Vtv1BdLMORuP47tt1gsDf6AV+FwX5uCo26hye5BVWIFxC/aHuyl1GqtSckyPC4LXMiwqv4W4URwcf0PwpBthRFmVO6j1BZLZbeIfBwEAYwZ3DlZzODg46jkquf9qQCivtjcHiIDiK8yVYQ6O4ONvbRn2BTyFsB6iKGLq0kNIzS42L8c4j4ODo2bx884TSDtbEpS6Dp0xH/P5dgP4AAAgAElEQVT+YH3qWdz7+VZ4QrUVVwfhkDVfWmYezy0NV3M4OOotuDJsE7T+VluVuZpuVV5pFT5dl4Z7LVw5aunj4uD4W+GFX/Zh5Afrg1JXpU2Lpi944rvd2Jx2DiVVrqDXXVux5lAOXvg5yfC4oPgMe38rrQz+s+fg+LuDK8M2QetztVW5C1e7fDXkBNrMk/lleOmXfTwrEweHj6h2B0dIhELUWNUpiiJmr0tDVoFx0LFP1xNFvLxwP/adLAhKff5g4Z5T+HmXcRCiEkBHPR3uJsHBEXxwZdgmaqs1GADOlUhE7LWVfzLYvMIv/LwPP+48ge3H84JaLwcHhz0UlVeHrG4jXe9EXjmmLD2Eh+ftDMp1Csqq8cP2TIydsz0o9YUCJIAu5bTXLeXY2drlJlFe5UZOcUW4m8HBERC4MmwToXRjC9RHjgRhLD1wGt9vy0RFCLYwA4F2HRHouoLwbEY4uImEgyMcmLEitcavScZ9aWVw3ShqsZ1DsQIv2nNK+e15E7eKcOCuz7Zg0Furwt0MDo6AwJVhm6Ctm8GWnQuClHd+zeEcvLJoP4ZMWxOU+nKKKzB16SG4DZR1v59DwMqwVEGE07r7utwezNuSDhd3qeDgMMWKg9koqrBn8Q2HAumlFgvOIligOHzDDaM21AVO4X0nC8PdBFuoqHbXinfNUTsRkDIsCEK6IAj7BUHYKwhCcPauaimsxtD61LOIH7fEr+2iwgC3HONiJIa80X3aAQA6NW8QUH0Eryzcj0/XpdW6xB8u2e/RjmV43pYMvP5bMr7enB7iVnFw1F2czC/Dw/N24pn5e22Vd4ZgV6amFRWiaNYG9YgTaIQWmefK0OO1Zfhxx4lwN4WjliIYluHhoij2E0VxYBDqqrOYKytbSSdqfpXcIjYaAEAMpQ2inEGplwhoI7cLu9Ohzk0iwOnHaxm2bgGxdBVV/H0i1Dk4fAUZ4xnn7Pmj2hl7/iJYll/rC9XMZezAaPfNaM3B6ed8A6EUXJZ8Jswt4ait4G4SNmFFrRbIlpsjQOFPrplTVCm1JUhSPkrWro2I9e3eqVb53RygpZlMBIVlPljURREbj+SiJMj+hhwc9Ql2x7QdmTXpj4O45eNNgTWIgjcdcZBRC/RKI2XY6DG/u/xwCFtTDyE/x1AGfnLUbQSqDIsAlguCsEsQhEeC0aBgo8rlwZJ9pwPegvNYnu//llughpBcmU3ii43HA6tIg4OniwAA61LNU4ZaQfvodqbnG5QTsTkt1/a7uveLbZZlyMLgdGEF/vnlNjz7o71tYA6O+gTrMeWbELLjJfHlxuPYk2mftsx61AdXG65NFGW5JZXM340WHb9SAXUc1iCMS7t96I8cfy8EqgxfLoriAADXA3hCEIQrtAUEQXhEEISdgiDsPHv2bICX8x0frEzFE9/vxtrDgV3bShlmkaPbRaCW4VBZOwd2bgYA6NuhaVDrNXqWv+49hXs/32bKu+kvCOPGEYtseRwc9RG25ZLNcoHKLDPUtI4aTMNwXmmVbVcTGudKq5i/Gz2LGnMlqSewm/aa4O0/UxA/bkmIWsNRGxGQMiyKYpb8PwfAIgCDGGU+E0VxoCiKA1u2bBnI5fzCmUIpoM1I2BhByz7w5Pd7lM8s4em1lPguWgOVa1ER9l7jwawiHMwqsl3vQtn6EKhNSXv+sgNsv60TeRKZfua5MuvG+QgyeaefK8OJvODXz8FRm2E5hn2UQSFJulHD7grkln3ZNdyTmW/KuDFk2mpc+c5an9vy7l8Gbg8GL4brwr6hsRxkbhefrT8WopZw1Fb4rQwLgtBIEIQ48hnAtQAOBKthwYJD1lJ9DTjQll6Xam5ZViKT/RDogcq1GI0ybCQoR324AaM+3OD7BSxuyk7mKBpnitiMG8rkFIKpln4mQ6cbU899vPYoPl2XFvTrc3CEE1YKX21gnFJ21wyOB9tn2Ffrqtsj4paPN6PvhOWGZcqq/ON4t3bDU8NfZfhgVhHixy2pdwaBoopqnMw3vqc2jWMAAIkdA9/lFEURz/+chD2ZbHc/FnyKb+EICwKxDLcGsFEQhCQA2wEsEUVxWXCaFTw4Zanh9lHY+Ds5+OczrJdsvlgrHCGgObpg/J/etgRYF+t81v2R+wjmxEwerd1t3enLDmPq0kPBawAHRy1ALdB1LWF3hynYLgJ2n42vCqsv8DWo2F83lR93ZAIAVqVk+3V+bcWo/20w5dcntjCt4cgfFJRV45ddJ/Hg1zssy649nIM7P92CxInLsfcE91euzfC7Z4iieEwUxUT5L0EUxbeC2bBggShYRtG6BHmlVbhsyiqknLZ2I2DJRIfD+JgVApXtBSFYdVa7qSQjFvfkT/O3HjNOpWxlxPfnefl6SqDczxwctQmWY9hXN4kQKoY1xTfsdZOokcv5BUOfYYPf3R4RWQXllvXW4lv2Cyfzze+Z9Kmadi954Ksd2J4uzXVrDwcWiM4RWtR7ajXCvWu1ql+fehZZhRXKFrmvW/VeAnc/fIbDRHhZVFGN1349gHJqa4/lTvLWkpSAUjwzFw+MW/ZukwZPVAu6D/ZQbDMTFwdHXYDdMRXkODufQCy+tVVRC0Rp9ieozgxGluF3lx/GZVNXK7EyWoQ78K6i2o34cUswa81RwzLfbcvA/iBntSOvLpiBn772hw9WHgloHuUILeq/MizYswwTBGolWJWSY8lYkFNUofJvYimGNWGtmLX6KL7ZmoHvtmUov7H8aavcHiWpiF9g3AtLKIdyUeBr3aHIsMXBES6EYncnVDBqa6h4hkMRo0Bj45FcXPnO2qDSoR3LZSvX6+XYFiOqNoJwWcMJ89E7RgGDAMYvOoAbZ260VV9OUYWly8c7fx3CGJmGMxi6cCB1cJ7j2ot6rwzbdZPQBm+YCQuW8CTnL9pzCte8v970WoPeXqXybwrXYp08Exf1bE4ZbLEZJd4AJKaOarfxcbPnZXBC0JGZ55tlpjZvnXJwhAp2XRRCMT7ssjvUNSaFQ2ck17ukk777jPpyr6IoKkrwd9syfb5WTSDSGVyV447ZW/DQ3J2mZWat8QZEB9Pg4leCLW5kqbWo98owsQwHM/jhmy0ZuoEQ7u0nf0CabMc/1sVYTLgov+LLp64OWntCoYfuMEj0YYRQBstwcNhBTnEF8g0oIUVRxIJdJ1FWZY9jvE505wC42gOB3euF2oIcKMbO2Y5sOQvpD9trpzLszyM8U1hhyBSR4SMNZ1AswwEo1HViHAYBxB3miw11h6Ku/ivDimXYXnk7q73JS1KQcjp4yRteWXQAZ4vNt7V8gc80PTbKuD36B7jioJcvOMek/Xab4w/vp2Wdfsqtv4vQ4qi9GPTWKvSftIJ5bPvxPPz35yS8+ftBW3XVdkWOhiG1Wojuoe48GTUm/J4Mj0dUdvg2HMlVjkVYWCDDdc/+GBmGTl9tyhThC+wYrXZbUKYF0g9rKjg03EiW8xlMXpIS5pbYR71Xhknnn7bsEI7mGCuwvlp2HZonF8juh9sjYvoyNZ1XIEMm6YRvwQd23KlpKzCB1vXklUX7UcVwp2BVz3pcdrP4HTrjfY+/7T2FR+aZb5P5g9pqGT6eW4r4cUvqHTUSh28olS3COcXsQCktrNkkfBNgB04FN8AJsF4Me32Gg7wLF+KhrgQGBvk6X29Ox+ApqzBkmn5XLibSadAW6X+4Arn8kavVjLnHX9iZp2/9eHPQrqeFj+kO6ix+31v30oX/DZRh7+cRM8x9eQH7clEblRqoePaVB9kMVumZtdmO7AgoOwGI32/LxIqDeiWNNbmx5l4yyX2x8Tg2p+XqCzDw9Py9WM64pvc6/r2ZUwXlePevw0zlPpw4LPsfTlicHOaWcNQlBHsOZrlNBQpBcWmzKhec6/l6B7QY82cnb3FSls/nWOFscSVOM5gjjOQ1kbFmAWyhRKiVQSvLq1VgoR0EshirrUaWYCMU8iHUqPfK8OoUL7dfTCT7dqtcHl33rs99dqZMa6NMPjY6LqsIM1lIANMuXd0DXxkTmg+Kb66/bpBf2L2fb8PMNUex9ZhvZPihRtOGUQCCSxHEUf/htmlds1NKm71swxHz7JwfrEy1dW271Ir0zlC4MPzdtT6fc072//YlG2pFtX+L8fJaSuEVyPxgRsdG8KuFRfLAqSLbuylW8OdO6rFaUedR75XhwxTNWYdmDZllVAPUR/9W5XsdVk7syGaWzzBLAWXppP4IgN7tGhsei2JkEfpl10k/rmKNCKf6vX67NcPSpyyUIK1pHRcTtjZw1D0kTvSmEGb1XzvSq6zKhce/3aWjX7zvy+2m532w8ohtaksAhgIjVAYKfxQ0q903GjpDiw/XCWXyn8/XH8OE32t2hymQd/jt1gzLMlkF1opunkFQqm0EMNX7shCqy6iLd1nvlWHaR8ioD4ui3ioR7oCTQCydNya286m8na0bu9seaxhZdtjVM3iGqQVFy7how2uwOIBf+GWfrfZZIS4mQvVdO4m/+uuBkPqU2UW4+ydH3YW//fePfaex9MAZ64IMFJRZKyBkVBuJmpAF0NmsNliKqS+yPchMZCq89WcKvt6cXqPZNo+d9VJc+rRAsonaHqBWy5sXNNTF+6z3yjDNa3gkp4RZprjC5bMfUG0xBLNWmnZ908gtBFMo7bRJYcYiH6cfqZkbQCgTYrRv2kD13Yw/ORwgPJXBEjZuj1jrJxCOuo9Ixm6OFt4MdDXbH+1ebZomyNkO3B4Rf+xTy2OfjORBfhQssRoKpdQI+yiu5clL7DGhENhjPbJTT/gm7++2W1u36wNKfdg5qS34WynDRjjB4DD0VQiFcni5TEa4vw75dLrhYDr1Z+YxniVjunnrTz3lCi2ozZThUPrLCoKAET1bY8l/hgAIbiRzMKBE3Aepvm6v/Imn5+8NUm0c4UTmuTLc8NEGQ25iOwiZK0IYFUDr69m7IItRxwov/JyE3ZnqZBu+KPvBfhQsyWkm/1Ozi/HzzhNBuz6td3+1KT1o9Xrrt35i4TRkfbe1lvI/Bxm/hyBYNNSo98qw1ueThShKYbYviENL70N/XXVI73pgcJpt0EIp5IYBRv2VLn2AB/1EzQRWKJP4iKIIQfD2idpmGSYIpjXXruA6V1KJGStS/zZ+bzWFuZvTET9uCdLOsneuzEC/iU/WpeHAqSL8eeC0z/WEWkEg/bW4otpwcW+10DPq8ifyyvwaD76e488zWshIwVzbNmLM2nPt++vxwi/7gkalF+p+5othZ9mBM3jjtwP+X8yP92g3SQ5HzaP+K8NaQmAGiiqqdRy31v08tBKNHtOEwJqFjHP6NMNX9Whl4wKgMj75d7d2rab+PCmzgMRQMykI8O4ohFMZ9nhExI9bgrcpK7p3K7nmMX7RAXy46gg2p9Uuho26jKKKarwhBzFd/d66oNQZKmUrkFFH2tRnwnI8+1MSu375Ar4stnam52Ho9DX4KYjWSyOEg8GlJhRnO5bqGz7aGJRrTV3qu6uJL7BlGZb/P/btLszd4rvbQiDdgNsRai/qvTI85PzzLMt0bNZQJehPF5ZbnhPqTk0P6g9XHTEsV1iuX2muPpSDPRaMBxuOeumQ/HWTmLc13a/zALaQpxVgM+uvjfWN3yDBlGRHodoVPulVIVvPP1t/DKcKpD5JHtGezAIcOmO8SAoFCF1TbbWW10W8FGDg59rD3nEcDF0tVP66tIwxjmnw/QZIHMhLC/Yrvq8DJ69E/LgliB+3BIVl1sFhdu/Y19YZJbbwTdwG930w+0g9UtCCmcmVIzhYECKmp2Cj3ivDTww/37IMLZxWpGTj0imrsZbBimB0Tihgt34jq+4tFhHjT36/R/nsr25zdY/Wtsox6daYyrD3s5kVplFUhOGxQCFChABBcZOoqiWK3/ztmYgft0TFBDDygw1Bq18URWw/nme6S0AWKJzJInhgJUzwFdrMmoG8nRN51oYAf+BLm4y6IDtRjxfEAEAnVjhqw/VEFO3tjvlKn2kkg2vb+Kkr1ko7z99OkiRfXuMURmwLQR15bGHHf39m7wTVNtR7ZdgO84AIURkgxLqw/6S5j1SoBRqdke7W/u0NywUiyEhU7YLd1is3FvtDpA1/bMD+s6KFnZnAiouJtFWfVT0sEMswcZN49dcDipVpGeWLWRPWUXp+Ppard4cJJn5PysKds7eY8jWTBQqDcpojjCDuSrWE4IYJXwKbfJGt9Phm8cem2xw3dvy1I3wMVkg5zd658UVmFzF2/uzCrk90sOayYLNSxI9bYho8zmyDjSb4Ysiavf6YT9fnAJJOFFgXqoWo98qwndUkawxbCW/dYYPLXPXuWsxcbezmoNRncv0BnZsZnldTtDhZBXqLkV05ZVf4ZIRY4bMDEWo3CRqPfbtb+VzTfrN2M4j5i3Xydrs2uxiNs7LF7XRRcDI4cYQooMiPbatQ0009/u1uS+XMimeYfY633SxZ2KSBvYWzHR51R5Aid30J3Fuy3/dgSAK7u1rBpGkMNiopS+8pxhykhb/ZVDmCh39+sS3cTfAL9V8ZtlGGpfhaCQi7AuRYbineXW6djlQrIEVKjplZYEPBEfvecn3eetZVgp1nnc7qZFZ1qK3yAgTERpu7YjSOCZ2rBguhtkSTqHeniUP2Pnm35DsbmaA47MGWfLI5ewdLsf7NIKWtmWFhytIU0y3qXRn5tmXm/lOF/rFDMH4zeya+XsFXy3CwrmurTsbzYqVyZr3DYMnxYM8H/tR5aTfrGKFA21mbd2A4/Ef9V4Y1PXcvw4S/Mz0PeaVqNwCr4aJVyOz4Kmnx+LBuhsfoAWumB4VilfvRan0O+KYMC4vL5n45q4kNo5ym55gJLF9kma8WVTKpCIKAZc8MRcMoJ968KQEf3tNfVa4mIsvplteU77KdjFe1jRqqLsPOztXzAfrc2fOH9X6es/G48rmsyoXyKnYgGI3Z645hfepZ0zJWrSBt+M8Pe5ipd5nWa+qnQPqlnXODlewnFONn/K96ijBW4gNm/Fwttgz76pLVItY4c6lSJxdgIUVdfbr1XxnWDP+3GQ7xLy3Yj1cW7Vf9tulormm92vGktdxpg1pYiIkwVgjpAWs2eAMZ2L7ocyy6NjuCB2BPxv8e2sXiHHvtsgJr8WN6XUCZMXq0aYyDE0fi/svicVNiO7w6uqdSrqYFqj+E//7AzDJMcDi7mGetCxLsDMHF+wIjsPf1VSVR8RK9Xv8Lfd/8y9Z55QbsCd52WLlJeJ/G1uN5tq5p9fxybLIL2HlGQdsNYlyrRWxUQFV+v02fzCGYaZYHdGpqWcYdApnw9eZ0H8+wbkOwmllSB7Os1QTq6nOp/8qwRlputylkD50xV2a1A0r7fcSM9QbneQtWuY0nD3VSDOPRGwoBxALrKufZVoa9n1++vgcA4FtGJh7aSmZuGfYlwMbXCDrjCVZUvRPfqg0UNaV82005m1vif5YzDt9wfqs40+M6WaQ5zuo7RrRfLNgN0LNyIyiwUM7ooXrSxHedhqj6rL/PlxfuR/dXl1q6GdlxvWrfrIFlGSuIosi8li9BwXbBEn2+urtd37sNAKCBxU4e4Bs/tF2kM3j0Tdtgowlm/uGhYBWhEcqEURyBod4rw6GCVqDZVVZWU9nkZq1Jo+pTQ+0mERzFMBCwLuP2ceu+deNo9OsoWRj2MzIa9aesD2Z35csd+6ELGwo7euGxMiUbAyevUJ7/jvQ8y21iX0G/290WvNE1DbtMIhzmsNM/r+1lj8JQuwsmiiJO5pcxx4uZ282Nie1sXU8LKzeCgZNX2q7L7iLfjvyrdHlQXBG4tSpYuh6rHn/c7Kww8oMNOisda4fp+Z+TDLnslx44A8CeC4TbI2Lu5nQkvrncj9ay4WushJ1u849ZmwyPfbw2zfCY9xr+dwSPGJpFA0fgqPfKMGuyCYZvk0cEcqioertVpmbbS7mqdpMwKReADN14xNwVBAB6tJGsUqwtNzsR2DSev7a7KiJbm9yEVrD8ETg0vyiBryqbKIqG59Dv5JO1acgtqcLZkkqkZhfjjk+3YOyc7T5ezT7sZvsLBli+hloEQ7ngsAd/FYKfd57EkGlrmP63kSbuMEZ0VlapZCM1DueBuNVf2DoOM5YfRvy4JYryQNe3/XgeqlwerErxGhdMg259ZQfyswyBURCiEaexHaYEf5Card7hdDMmjB3p+ZixwjzI246o/3pzOt74PRmF5dW2d2Ct4OtcbTeOxWhnhOVuEmwcNKDc4wgv6r0yXMlYcW8JAi3WP2ZtwqC3V2FXhmSxY1mGd2V4BcJj3+wCoN6G/vGRS5TP2kFPf115MBvx45YwB7BdizRLALOss1pcmyBtk7GEpZGg0vrpkksLgoABnbw0cZdOWW143T/3n8GaQzk4mV+muu+Jiw9inkEKzZcXev2+RVFEanax7UC3y6euxqw1RxVqNRZYj3p3Rj5+2uFNBXs0h73YEUXRZ/5Ff9TffAbXKg2X24Nvt2agoExd7vaLOiifE974y3IbfY1FUho7qHJ5MOH3ZBw0STcOSIuci99aaWuCLSyv9skFIJgQRRETfk/GznTrds5Yfhh3frpFtwtxNKcYmzXxCluOmcurzWlSeW9KeannfLtNGie0wkhgJjeO55biy43HdYFzVotfrWXYaXPsbThyFr/uOaUaX8O6t1I4XkkmRhp3zt6CodNXY/nBbOU3X3eT6OtVMq6hhS+uSk/P3+tTW3zBPYM6mR6/iKLijHI6sHD3SYxbIGU69Netzs7Yo7Mh/hkAJRwNYpm2AnHRMXvuNC5m7FLsSM+ztSjx9/3d3E/acQlWamuO4KLeK8PnNdIHJhCBEEVZMh68PJ55/hs39sLmcVcBAHa+OkJ3nJC6sxTD2z7ZonxeliwN6vZNJb+zbi0bYXBXLw3MH/vUwoPeSiGTYY/XlmGdZiveroDeYMMKzILZdGY0OX606gjOlVQiQ/b3Ii4lAvQTZrYJZ+2DX+/AkGlr8NDcHcpvczYdNyxfXOG1Xv/3pyRc+/565bmbIbekEqcKyvHOX4elpBsG5VjbW0UVLpXyPGLGOua5D83diZtnbcIyE+H+77k70H+i/1uMh84Uof+kFegzwTjg6YftmXj11wPoN3GF6nftvVktlF7/LRl9Ta4z5outlulwV6Zk4+vN6Rj1oXkmvWUHzuBscSXunL3FtBwAJL65HD1eW2ZZbtqyQ4gftwRfbLAm1b9/znbEj1tiWa6k0oWvN6fj9k+t2/nh6qPYnp6nUzJGzFiPezU8nXsy9Yso2iWCcNFq+y2hwtvICAa+6zPjNh46U4xJfxxEz9fVz9FKtfWXYeW+L7fjmR/3qqx6LrdHMWS8ukhiStCKuuwi9U5QINvXdEZOgtySSsSPW6Ik5LCq346Rpf+kFfhtLzsg8piNxB8AcJOJG8v+Cdfiheu6K99jIp147qckzN9xAsUV1aaW1kV7TuK7bea0icuTz6gW/zSq3R50a9kIgD7wLfNcGTLP2fMDN8PPO9nX9nWXsliz+1Ve5cYdBuN2Z3qein+d7gb7Thbg3s+34vttmZaL8HZNvT7nRRXBC26sDbCTtKa2o8aV4crKSjz00EPo3Lkz4uLi0L9/fyxdulQ5vmrVKvTo0QMNGzbE8OHDkZGRoTr3X//6Fxo3bow2bdpgxowZyrHvvvsOsbGxyl/Dhg0hCALSUtQsEQClQMqyu2Dj95hwU2+Up7NXle2aNkD61NFoERuNN29KUB1rZMFHS6OwvFpRnPp2kPxju8rCQwsjuXu/ZiteKwOMopKjIvx71WYTgBnDwaVTVuPKd9YC8LaR5VOYQ01o5VXsLa5NR+1Z8rce8yoWhDfXDuj7kLIRsid1lrxlPW/WhEN8xXOKjZX/lSk5yC+r9tuqklssWXvNXBiM5gztoqqSwVFKXGYIikyuQ97ZhqPGftRxNqPzWQtaK6xKyTY9/onsGzh5iXG6VQKyAN130tyy//WmdHuNCwLomIU9mQWq7XA7asGBU2prvB091irpBN0mj0f0WUGhd41cHhEdm0vKw2ofdiGM5BXdvytdbsSPW4IvKQo5Vlps4uN89XvSAtfqbu75fKtl+wrLqzHpj4PMY1e9p15IrzzI7sNGvtmx0RGIi4lULUro+y4oM1eGn/0xCeMXqSnaRvT0+qsfzCrCI9/swosL9jF3oMz80K94Zw2ueGeN4fHyKrctBdEoQyaREf7OcyP/xw54B4DbP92CodOptlOP8KaZm7A57RxeWbTfchFOv7WaYgeqCSxPPoOr31uHR+btDHdTAkKNK8MulwsdO3bEunXrUFhYiEmTJuHOO+9Eeno6cnNzceutt2LSpEnIy8vDwIEDcddddynnTpgwAUeOHEFGRgbWrFmD6dOnY9kyqQOOGTMGJSUlyt/HH3+Mrl27YsCAAUh6/VoAwEB5+6hN4xipQhG4tZsTHQr2oW3btsp1aFmjFTv3XdJZ9Z0IXzu+TUdzSpQtrrsu7ggA+OOpIQCA0X3aqsratfhqy7WMi2GWI/fxwV390LWFVwF//toLlc8z7kzUnWcWUED8z3574nLV76P6tFUJRlKOCPG/nrkCzWXhRVuDjO6Zfh8XmWTjo0HToBGQbSpAPWnSk7iZZZi1xejx6APuzN5dqzhrBo7DMpOJr4aupg2tI9LbNmH3D7cIdGnRCLPuHWB4rtYn1M71WpowjkTYoHEDgJY2npkWVj7NWsXeDljuBjR88fvswGAm8IW6S5uml+XnHSxeXLugZaA/vNg0DZrLLSIuWupfD1wWD8CeTDQqQlvSiQWXDhpjjYvEjmo6sVAHPmkDJf8y2NUy4gJ3M3yr6XdS7fb4tEB5/NtdWEktKmet9fLPJ8uuTbQ/+7GzpUjsYE3BxkLP15eh74TllgtOo/fbIjYaPdrEYdiFLf26vpFcZLbBT0cJejzW9NgMJQjjx3KDxVtdQY0rw40aNcKECRMQH2xDtrIAACAASURBVB8Ph8OBG264AV26dMGuXbuwcOFCJCQk4I477kBMTAwmTJiApKQkHDok+dnOmzcPr732Gpo1a4aePXvi4Ycfxtdff828zty5czF27FgIgoAmDSORPnW0wm1LBpQIEUs+exvTp09DVJTX+nRsymjD9jscAtKnjsaq/14JwCv0iaAeFN8cy5+9Av06NsX28VcjdfL1mPPAQADSACCDjvxvGBWBDs0aIFqzoiWK1xs39sKBN69D+tTROL9VLEb1aaMqp5Vtfds3MWw7ICljq58fhkOTRiJl4kg8edUFSJ86GulTR6NDs4a68ncP6qh81lpdXB4REQ4BiR2bIn3qaGx8abiq7XQ5wOvX1b1NHP53dz+pLHUD9GR39K3r5TY1wD/6tVd+j45w4OL4ZvjP1Rcovx148zrl81rZisSy7joEAc+MuEC+F+89lWgVJ0OfYYYyzAi4Y03axMplFghHEpFc0DrWsIwZ7CjPdJpp2rqzOCkLx3NL0bap1C+rGYEoIkRc1aMV0qeOxqg+bWxZbE39OO36u9sq5RsukV2UhpzfwvY58S3044NGr3aNAUA3llno3c58nNJQFu8UtMGiLOqre6ixq8VdA42PGYGlDD5M8YX7S/9H5AJ99oTFyUqgkUcZq+rztPqEKBr3FZr2rTmj317fu63ut1v7S3LntgEdVO2wA9Y1BndprvvtnkGd8P3DgwEAV/dUc7m3asxeBBq5oxCeZ5qZQq0Miz4p9Fp/3WbU4pcEO2uNQIFSfWrds8jcYlW/IEhjwIzr+qbEdkifOhq3X9QB7TTK7+Au1pnrCPy9RdUYrT+GYfRsK8k9q6yttR1h9xnOzs5GamoqEhISkJycjMREr3WyUaNG6NatG5KTk5Gfn4+srCzV8cTERCQnJ+vqzMjIwPr16zF27FjV70SIEKFddHADIiIiMWrUKJ/bTSY8sp1MZIIgSJHQvz5xOVrFxSAqwqGySpBytEBzCIJuIiGKQovYaKWTOQVBJ3xoheKPp4YYpqPUjr2YSKduAmUtVjtSCrJWjro9okq5IpY+uo2F5dXKlhBrZUxbKujzImTzR4RDUAlASfkUVJa1BpHe+3jgK69/sRYCvBYiUuO3WzNwzfveLTIzQbc8Wb/yXbD7pBLoY1YHsaraYQbwl+3EjsWCblv/SSt0xwnLAGsbj7aaOwTBljw3u5dQcmTbDiz1YVayClT3LrD8u24g/KUej5fH92S+tYXa7FIbXhyOw5NH6q/BuK9b+nsDL+mu7cur1Qb+AWqFjihwpL/MeWAgBEHayaAhQjR87/SvTJpIk5dL2kWf1rUF272NoFG0fnHy46OX4vgU71wzsHMzTLm1D+LPk+p6aYHapc/IbczKqkhb5V0ayzB9D3Rb7IB+bmRc0+O7X8emhpbnLi0a4ZperTH99r5YLRuSpDql8mSOoxM5zbgzEYsevwyAdyFBX0+1uydKMUCsgHktnIKgkz3k2/ZXrla5hhA0ssGzrIV24dGtpX9GjrqCmEiTJGJ1gE4urMpwdXU1xowZg/vvvx89evRASUkJmjRRW0yaNGmC4uJilJSUKN+1x7SYN28ehg4dii5d1FnOaGW4pKQEeevm4ubHXjFto9EERXyTKmXBQwammaASRbawdjoE3UTDUpqdDr0yTNfXu30TlXKqvrb8wUSOsu61ZVy0kn1IS1sjWYa9XYil4JZWupQ2WynOjaIkgUisqIBkiXd51EJPENS3YXfLKTmrSDfxzmH4eTLTvkLKvKbFXwwFmakMO6yVYfIslPN9lB+B0kPd0r+98o6M6LXI8xMEwdb1zJRhu35z/ujMdmWvL3VbKdhepcn/7XxmWUZ92vNdHg9+T5ICs4gvrNk1tGOd/h4T6WSOASPZxTruz1ayRxSZY9mlUbwcgtQ6luJldM/qtunBWpiR9+kRRVS63EjOkqyWw7pbb8UbpYGnnzNhcKFfBXmHABBr4DZjFah4cbzXAk0r+S6PiAwqiE0QBCWpBg1RZFuQ2zSOUdpKnhf9Dto0jjFVemIinbhzYEd0pZRCUrxJA8nqTJ+fdKJA8VMnhhtaAdYqvhFOwZbS5XAI0Ik3ud5WjWPQvql+J4au1m7P1vap6xLa4PFh3WyeXXdAbtNMPrIYYWobwqYMezwe3HfffYiKisLMmTMBALGxsSgqUgd2FBUVIS4uDrGxscp37TEt5s2bh/vvv1/5npmZidjYWNx4cVdkzrgdHhF44403EJtwFc5r20F3vh1EO6XBSSwYtKDWgf6JKLmU0BcEfUci3+m5gakMawa1kR+ml9HBWJCydMpIpwPX9GrDvJbbo568yFYknYzDI3oDaZwMxZlWDskW/ZRb+nrLCWoBR5RhLdKnjkZix6a4UvYZY23BH84uVu5eBHDt++twPFed4UgURUOr2UCb/sosRSAyQqq0ykQBJO+cvGOWq0KokD51NN6/q5+y/clSNJKzirBNZj8QYM/NwUwZtsufq7YA2ZuKrCZFRXH1RSm1WdaOIs4qUmwQQMSqTysvXB7RVvtm3TsAbZvEmFpCW8ZF2+Zn794mDu/c3tfwuBHSzpYovMVEJh04VcSsw6O8K6/BwSEIusVUtdvEMkwrM4wy2q74V/IZ7EiXaDN/3ZuFaUsPY+FuKSjXaWNXpNrGs2A942lLvdSbLKXMDmKjIzDhxl4A1AvOardHcbkhrA+sxUe1W0QS5btLgrwbN4hU6PK0CxRAUv5Ubm8aKy5LrBIDi1bJBoAHL/cas8i8Sh/XUv85HQ5Tn2iy0Hc69ONHhHqhDwAjKLcVtw8yKK+0Ci63h7nYJzEU/vod10aQOzEb/zpXxFqIsCjDoijioYceQnZ2NhYsWIDISGlVmJCQgKSkJKVcaWkp0tLSkJCQgGbNmqFt27aq40lJSUhIULM7bNq0CVlZWbj99tuV3zp16oSSkhIs3X0cnZ77BW6PiFWrVqFo12K8efcQtGnTBidOnEDub1NRuPUXVX1GilF0pGwZllc8il+sSWYuEWwl10FZ2X7bewpHc0oUxVPQWoZ1FmT1D1YpUc2MCixFfsj5LZSADb0vsEd1PaeTKLjecuMW7Mdtn2zWtU1RuhgCIyZSrTSrLMOQ3CRYA8/JWFRoQW6xqLyamQAlq7ACBQZ0YHbFF0smkEVKtck2HjmPPOc0A85iI9hpn1UZsmAxIq8ngWmCYO96ppZhgy1PLegjdvWtkLhJWFmGfbg2q4j23ohfo68WeEIZyTqtyu2WFEnNxcjQJH7rWklQ5fLgPYPEDOe3kgwV0ykOdas2X/3eOjwqc69bcbYRGUEbHKR7UPfRF3/Zp7su2X5XBckyrqFdHDz6zS6Fsg6QuJAJHA69W5u+zdYLPbIIoA0UdBCmUV9nBV9q0UP246Rl9q6MfIyULcFTb5MWMKz5wu1Rj4qYCKlPVLs9ihGHWL5VAdAetTJc5fbgwKlCVLrchvztpDxRyt0eEQ5Bir2Jp1xRFGWYeqxaa2MEw1hEo7Gc8tohCMhjsGFom9e2ifc5qwOujfHLrpMYOk1iUpq15qjueCCJaGorlB0Uk2efb0KxWVsQFmX48ccfR0pKChYvXowGDbwd7pZbbsGBAwewYMECVFRUYOLEiejbty969OgBABg7diwmT56M/Px8HDp0CJ9//jkeeOABVd1z587FbbfdxrQYkwGXU1SBYc99hHb/moX7pv2IvXv3ol27dmh+3ZOIG6AOnmP5iQLeCaeoXHIDyJR5CLUR94B3kJ0trsT7K1Pl32ifYWkCXZ96Fk/P34sRM9YpfLrayOBCOVnCxiO5mLEiVeEPfmWU9IxoZXzOxuN47se9yDxXZmtLmlaG/z2kC9KnjkazRlGKgkR4FMk2WlmVW9U+Iljf+tNLV0VznNJKJvn873k7MWTaasSPW8IUZLklVVhxMBuz1hzFTztOYEd6PnZl5mMrIxGB0yEok8l7y/UT9z2DOir0axeZpIZddYj9zu1McABwuqAcl09djZ92nsDS/aexPPmMovyTrT1RFCGKIqb8mYJNR3ORX1ql3D95V1qrNQvfbEnH3M3puOPTzcjXJNJwaVx4dmXk4cuN5ry65B0++2MS4sctwXfbMlBa6dJZcSXLsPTZ4xFR5fJg7uZ0hQlDaYM8Wf6xLwtzN6cD8DIf0HV2eflP/LTjBKrdHuX3FQezkZpdrMp+SI6l55bimfl7kHa2BBN+T8b243mqCetITgmWHTiD1Oxi3PbJZpwqKMdHq45g3pZ0Vfu2HsvD2sM5qKh2Y9aaoyiuqEZheTWy5H5Ec4eOW7gfJ/PLMGP5YVS5PMr10nNL8cqi/YqvrigCGedK8cT3u1WUZ9VuDyYuPoicogpbSR7I3bAyK2pBj+8qtwfx45Yws2kN6nIeRFHE4qQs5gJkvMzConWjSDpZYJgymFDspVNb8KRmM/aXDUdyIYqirl4tXeGcTcex7MBpRSY6ZD8plrzQLm7I+1PRJzJEodXQPkItTCMc1i5CdlgbSFtZbXa5PYaZIJs2tA5cJfd77+dezuqpSw/hmR8l+lDiksaiy6v2eFR9gxh+qtwexTJcWuVCXmmVioLRLYoq5fuSKatww0cb0f3VZcg4V6ZSNv8hM/sQak2vsisiKsKBfp3UrBRkWqXbVaG5ttZwogVhv9Embfpw1RHV+ySBwW2oIDu1r7LhJfD8z0korXLjVEE5ZjKUYQIjg0tdRnGlC+/8dYh5zI4MCzcCCv8TBGEkgP8BcAL4QhTFqVbnZGRkYPbs2YiOjkabNl5/pdmzZ2PMmDFYsGABnnzySfzzn//E4MGDMX/+fKXMm2++iccffxydO3dGgwYN8NJLL2HkSG+gR0VFBX766ScsWLCAeW0y4B7/bjcAwBnbDHvPAW3atIHT6YQjJhaOKPWq+0AWO/kAESKfrkvDp+u89GP/pajKCIg1TbGEQG0ZTs0uQWp2iSp6l/Ap0mTWJNKWlQBgoOwn1rWF1x9rosxnSXPumgXXVLm9E3R3inqKZMQaOHklHh7aBZ9vOM48v4GJAz0A9KGYLsqoLS7SJhL8RssaMoje+euwt50uD9o00VtHyLamUYKEt/7RB11f+dO0jQBU7BU07NISkYC8F3/Zpzs2bdkhVRZCALoAvFcW7ccri/T82Cy89ps3gPRBKniQPIPe7RvrOGXNoF3MjV90QMU92vk8KaBy/6lCZOaVWSajeOzb3arvb/yuD3gleHHBPrwoZ8pq1jCSaU3Qcnn+Kicw0JL8f7nxuIpH9vKp3myHH646qhLOdNAl3c9YGDJtjVTHauOJDoDCsb1kn54z2ixxDEF6bqmK+3brsXPo17EpCsurUVRejZ1y5kuClRa8ygDw5f0D0b5pA2TJ9XZ5WRoLV1zYEtuPS4tLJRBYc+5Mk/sl/p4AcMenm3Feo2jcJCs7qWf0fvY0SBsIXhrZA7df1AEjZqxTLYLofnQirwxVLg9yS/TWvV6vqxPBkDF72dTV2PXqCJRXu3Vp4AEg5XQR1qWeRbOGkbhp5ibTNq86lIMqlwd5pVUoq3IhNjoC8zWJKOykK39z8UHcdXEn3WKgx2vL0L5pAx1V36D45rjtIrZsAoDurb0y2+6OB8syvOZQjiqTG0n6Mn2Zd2ywMr3RGegAvcJHi89e7Rrj171ZGPbuWnz/8GBl4X+2uBLVblExHhAQPv9DZ4qRW1KJGStSVWw2UU4HnIKAlNNF2JyWix+2n8AlXZvjfMo/eSTDPxrQZ1d9cEgXNG0YiRG9WivywCPK1HRu0S/aQIKhF7TAP/q185t5pTaCnstnrfHqQuOu74GpstvP9L8O49du5wUUJBxq+K0MC4LgBDALwDUATgLYIQjC76IoshnFZXTu3Nl0S3TEiBEKlZoW0dHRmDNnDubMmcM8HhMTg4ICY55CVqrc56+TlNf09HTszsxXtoSU9jY3p1PSojlj1c4Svk1scLQCQEWVPcfzbHmC63SeeXvNVmh0NCidnjeTyr5jpAgDkjUpwmB1HhXhULWtbwdjaqmT+WWqIBAWrurRSrUIsQOHQ8DAzs10ioQWzQwsL9Nu64tHv9mlTFLfPjQYfTo0wR/7snRk9bUFVorwrf3b4907vAwtLIouGsTilHbW2modCEK5rVYXrBTD3l2r+n73Z+YJHWjF3whG73Y9ldXy1z2ncN8lnXXbudrMlzT6UXy8ZEFKMj+WVPnmK3hdQmu0jItG0hsSNzxrsWXHTYCAVirNdoMOni7SJTQyAlFeBzDYWHxBQ9k6y7K4szirX7+xF3rLBoVb+rdHYXm1kszng7v6qTLTDb3APMiPKGNni/VjwW5KY1/xe1IWPrynPwC1okxbr6fIyhN5NgQ01/hAxnt8Yvj5eOL73ar6FiepM/2RxcKBN69D7zeMs2fGRkfgvkvjdT78F4xfanCGfZzfKg4f3N0/4HpqE/7vu93M3x2CROH4484TSDpRUKsVYSAwN4lBAI6KonhMFMUqAPMB3BycZoUG1yXoV4YXUqvpAZ2aKVyhJGnD1w8O8ukarIx0D1zWRfdbNKV0X92jle44waXdvDyoj17R1bBcgk3eUqs6xl7aGa/d0EvVcb+4f6CtugFg34RrsfGl4Tg48TqFvzh96mikTr5eVa5d0waYfntfZh03JXqtH2Mv7aw7/smYARjUpTnaNI5BPKVgL316qGG7Dk6UuIh/fuxS1e8PXBaPYd1b4vUbeiHSKeC+SzrjaYrDmEbv9k3w25NSgpFHr+yKIRe0QJMGkRgzuDMOTx6JP/9jfP1A8d9rLlTSrBIfzUDx1QMXY8Zd/VRbpU0aROKrBy7GA5fF41+Xd8HDQ7ugf6emaNIgEhd1boZf5QQrL1/fIyht4JCgzWwZLHx0j3fiJT6Tvds3NixPdm/sTFxTb+1jWaahxW6RFm01Oz4bXxqOF0d2x9ALWqBry0aYcGMvXOYDN/QHMp95ODGse0skU1zoBL/LsoTF784CnSjm/bv6Yc4DF2PH+BE4+tb1+Ef/9jqXhw0vDkfPto0xuk9bXNbtPDx/7YXo3joO9wzqiF6yTzHhcjYDi+c6UFglTzqnsfqfYWQIJHhy+PkY3VfPE60F6dOx0RHMOUmL6Ajf6dQAYMKNvfD/7J13eBRV98e/dzeVAKEXaUFAEFAUEURFQVFQ7JXX+tp7fX8qr4oioPLaexcBFREFBI106S0kEEpoCZBQUkggpJKyu/f3x87szs7cabuzLbmf59lnd6fcuTNzy7nnnnvOvMcvxLu3nO1pLxsjPdo2xZSbz8LzV5wRFc+B+BvPnRByC4DRlNIHhf93AxhCKX1S7ZxBgwbR9PTwh+xzewwgnu9AcAi+G0VXP2q+9spr6nGisg6xMTY0ibWjpcwpe5kwUm4Sb0dFjQPxMTbEx9g8/nb17kVOvdMFArcjdkII4mNscFHqdwWvdTgRa7Ohqs6B45V1SIyzI85uQ4smsUEf8fnznsRzXC6qG0bWLHIvGlLEMLQuSlFT70RVnRPJibFwOF1o0STOvZiEum3BHU53OnVOF1wuili7DU7q9gqQGGtHvdOFxFg7KLz27jX1TsTH2EAEn9MOlwuUej2NEOL2+lHncCE+1oY6pwuxNhti7W73fW67OhdibLaAoyBV1zkQY7MhLsbmKR+1DhcIcU+/uqjbZlhckJMUF4PKGgcS4mw4UVWHOLsNrZLiUFPvQr3LBRshqKxxoFVSHJwuivgYG0qr65AQa0dSfAyqah2ItQvXsttAiHdFOSEEtQ4nmifEeoLBiAtlWibForrWicQ4u2fWQhTSHC6K6joH6hwutGkajxqH02NOVed0oVl8DCprHUiKi0GNw4naehcS4+yeKdOEWDsIcZuXiO/GRd35Eo+Li7EhxkZQ63AhPsaGyloHKNzvuOxUPVonxYEQggembcbyPb5R7j4ee46mpu6ruwZ6TAg6t0zETed2QlZ+Od6/bQBaNIlD2al6jPpwNc7p0gJf3jUQhBAcK6/B4l1FKK6oRWWNA7nHq0ApRZ+OzfHsyF6eNuKl37ejstaBjskJ+E7QPJ+WnIA7hnTF2MFdfXzCXvruCh+3XSLpr47Eoz9mID2vFI9e2gPzM4+iT4dm6NY6yWPaMumG/rhrSFfUOV2G26dHf8zAoqxCEALMfmQo7p+22cc0oWl8DN67dQBG9++AL1bm+Ezxy3n6sp4Ks5fNr4xEUXkNOrVI9Lxj0aTgVL0TZ01Yopm/VklxeG5kL4yfn4Vtr13pMxO4JrsYf2zNx3u3nu3Trl354SrsK6rEred1xm8ZRzCsVxtc3qcdiitr8fmK/Tj49tWWt7WLdhbi0Z8y1Pc/OwxNYmPQITkBz8/OxImqOpzZsTkqaupxosptW39p77aYt+UoCstr8NjwHnh2ZC/0ftVrznTTuZ1wz4Up6N2+mc/shMtF8fCP6VjGiOz43T2DMFISkS/nWAVGfqAMmTz09Nb45eELALjXWIyQzahIkQbvEJGe8/jwHnhxtO8gX80MrH3zeBQJ9s7jr+mLmnonBnZtiQtOb+Xzjpwuih6CaR7r+g2B/87dgV/S3OsTXhjVG8t3FyExzo6fH7wgzDkDCCEZlFJD2rxAhOFbAYySCcODKaVPyY57GMDDANC1a9fz8vLyFGlxOBwOh8MJPdLBvVQe8FcBEUgeXMLAOZCBulQREmhaLkHBID4Wm42g3uliLpTnRB5mhOFA3ugRANKYnp0B5MsPopR+QykdRCkd1Latf3HDORwOh8PhWI9UWCSEeD5mCURrLebBZiMBz1iJ+bAiLZvN/SxsNuKZYeSCcMMkkLe6GUAvQkh3QkgcgLEAFliTLQ6Hw+FwOBwOJ/j4bSYBAISQqwF8BLdrtamU0jd1ji8G0FDsJNoAKNE9isPxhZcbjj/wcsPxB15uOP7QUMpNN0qpIZOEgIThxgwhJN2oLQqHI8LLDccfeLnh+AMvNxx/aIzlhhu/cDgcDofD4XAaLVwY5nA4HA6Hw+E0Wrgw7D/fhDsDnKiElxuOP/Byw/EHXm44/tDoyg23GeZwOBwOh8PhNFq4ZpjD4XA4HA6H02hpEMIwIaQLIWQFIWQ3ISSLEPKMsL0VIWQpISRb+G4pbCeEkE8IITmEkO2EkIHC9hGEkEzJp4YQcoPKNe8V0s0mhNzL2L+AELJTI8+jCSF7hTyMk2z/Wdi+kxAylRASq5YGJ3AaWNm5jBCyRSg70wkhMYE+Hw6bKC03Uwkhx1jHEEKeEspUFiHkHX+fC0ebaCs3avkV9k0S8pRJCFlCCDnNimfEURKF5SaBEJJGCNkm5PcNyb7uhJBNQrq/EnecivBDKY36D4COAAYKv5sB2AegL4B3AIwTto8D8D/h99UAFgIgAC4AsImRZisAJwA0Udl3QPhuKfxuKdl/E4CZAHaq5NcOYD+A0wHEAdgGoK8kb0T4/ALgsXA/34b8aShlB+6B7WEAZwjHTQTwQLifb0P9RFu5EY65BMBA+TEARgBYBiBe+N8u3M+3oX6irdyo5Vf431xy3NMAvgr3822onygsNwRAU+F3LIBNAC4Q/s8GMFb4/RUiRMZpEJphSmkBpXSL8LsCwG4AnQBcD2C6cNh0AOII6HoAM6ibjQBaEEI6ypK9BcBCSmk145KjACyllJ6glJYCWApgNAAQQpoCeB7AZI0sDwaQQyk9QCmtAzBLyBMopX8L+aIA0uAOc80JEg2o7LQGUEsp3ScctxTAzYYeAsc0UVhuQCldDXfnJ+cxAFMopbXCcce00uH4T7SVG438glJaLjk0CQBfgBQkorDcUEpppfA3VvhQQggBcBmA3xl5DisNQhiWQghJAXAu3COR9pTSAsBdmAC0Ew7rBLcWTeSIsE3KWLg1syy0zp8E4H0ArAJm5HzxPmIB3A1gkUY6HAuJ8rJTAiCWECI6Sr8FQBeNdDgWESXlRoszAAwTpi5XEULO9zMdjgmirdzI8itue5MQchjAnQBeM5IOJzCipdwQQuyEkEwAx+AWrDfBrbQ5SSl1aOQrLDQoYVgYscwB8Kxs1Ko4lLHNM6oVRlBnAVhs5nxCyDkAelJK5+llVev6Al8AWE0pXaOTFscCor3sCDMJYwF8SAhJA1ABwME4lmMhUVRutIiBeyr0AgAvAJgtaHA4QSLayo1afimlr1BKuwD4GcCTRtLi+E80lRtKqZNSeg7cs9uDCSH99fIVThqMMCxoUucA+JlSOlfYXCRODQjf4vTfEfhqzToDyJf8vw3APEppvXDuEInB+XUa5w8FcB4hJBfAWgBnEEJWCsbv4vmP6l2fEPI6gLZwT0VwgkxDKTuU0g2U0mGU0sEAVgPIDuCxcHSIsnKjxREAc4WpzTQALgBtTDwKjgmirdyo5FfOTHCzrKASbeVGhFJ6EsBKuM0sSuA22YiRpRt+aAQYLgf6gXu0MQPAR7Lt78LXuPwd4fcY+BqXp8nO2whghMb1WgE4CLc2paXwu5XsmBSoG5fHwG2Q3h3eRVD9hH0PAlgPIDHcz7UxfBpY2WknfMcDWA7gsnA/34b6ibZyo3UMgEcBTBR+nwH39CgJ9zNuiJ9oKzdq+RX29ZL8fgrA7+F+vg31E4Xlpi2AFsLvRABrAFwj/P8NvgvoHg/386WUNhhh+GK4Ve3bAWQKn6vhtk9ZDreGbLn4MoUC8jncq/J3ABgke8FHAdh0rnk/gBzhcx9jv2bHJORvn5CHVyTbHcI28T5eC/fzbcifBlZ23oV7YcVeuKfRwv58G+onSsvNLwAKANTDrfl5QNgeB+AnADsBbAEfRPFyo5NfYd8cocxsB/AngE7hfr4N9ROF5eZsAFuF/O6ERI6B2xNSmpDubxC82IT7E9IIdG3atKEpKSkhux6Hw+FwOBwOp/GRkZFRQilta+TYkDrlT0lJQXp6eigvyeFwOBwOh8NpZBBC8owe22AW0HE4oaCy1oFQzqZwOBwOh8MJLlwYIGm0qwAAIABJREFU5jQ4quscOF5Za3m6x8pr0P/1xfh69QHL0+ZwOBwOhxMeuDDMaXBc/9k6nDd5meXpFpTVAAD+3lFgedocDofD4XDCAxeGOQ2O7GOV+gf5gU2IQ+BwcjMJDofD4XAaClwY5nAMsjq7GACwq0Ar8A+Hw+FwOJxoggvDHI5B8k+eCncWGiSn6pyYuvYgXC6ucedwOBxO6AmpazUOJ5ohrKjqnID536I9mLY+Fx2TE3DVWR3DnR0Oh8PhNDK4ZpjDMQgBl4aDwcnqOgDAqXpnmHPC4XBCyaHj1bjvhzRU1znCnRVOI4cLwxyOQbhmOLjw58vhNC7+9e1GrNhbjC9W7A93VjiNHC4MczgG4bIah8PhWMdRYR3G/G1Hw5wTL6VVdej72iKk554Id1Y4IYQLwxyOQQhXXXI4HI7lHD4ROYuTM/JKUV3nxJcruba6McGFYQ6HE1a4DwkOhxMpPDgjPdxZ4IQBLgxzOBwOh8PhcBotXBjmcAxitwVmJpEyLhWT/9plUW44HA6Hw+FYAReGOZwQ8t3ag+HOQsTCXddxOBwOJxxwYViH79YcwJ5CHn43mExYkIWx32wIdzZ0ody4NWBq6p2odfj6E+bPteFRXFGLlHGpfEU+J2pJOxjdZffDpftw21eR369GClwY1mFy6m6M+WRtuLPRoJm2PhcbD0R+w0P5Uq+A6TN+ES54a3m4s8EJMqIgcctXG7BoZ0GYc8Ph6DM/8yi2Hznp+R/tQYA+Xp6NND4YNQwXhg3gdHEhiMM1mFZRWl0f7ixwgszJU3We34/+tCWMOeFw9KGU4plZmbjus3WebS5K8fmKHKSMS8WpuugWjDn6cGHYAoorajFz06FwZ4PDiWq4G+fw8fbC3UgZl2pZenzgyIkmah0uxTYK96wlAJTXBDaAP1JajTNeWYh9RRUBpcMJHlwYtoBHfkzHy/N24PCJ6nBnRUFFTT1SxqXil7TgC+up2wtQXFEb9OsY5c9t+eHOQkAs2lmA6z9bC8oli7DgclHkHAt/51VQdgrr95cE9RpfrzoQ1PQ5nGjDymZ30c5C1DldmJV22LpEOZbChWGD/LU9H6v2FTP3Ha9yTwk6ItCcoqCsBgAwNcheDGrqnXhi5hbcHoKFcDM3HTIkdD/1y1ZLrxtqofSJmVux7UhZRJarcFNRU4/nf81EWRBNLr5dcwAjP1jtY0cYDq78YDXu+HZTWPNgFj6A40QTvLhyuDBskCdnbsW9U9M0j4nkWd5g13WxMTlQXBXU6xw6Xo2X5+3A4z9nBPU6LP7cHtqFQI1FoPDnLn/cmIe5W4/i/umbkVsSnDKXedgtBB8pDW+o2IpaR1iv7w+No+SGB0opZmzIRUWAU/f+8s3q/ZiycE9Yrh0s1BZHR3KfzrGWgIRhQkguIWQHISSTENLgYhg2BGFErMzBvpdQeVqoEdxyFZbXhOR6Uto0jbM8zWMVNXh53g7UqdisAVxrwcImGBhn5JVi+Hsrg3qtv3cUoOwUX/Rnhkgus4t2FuDHDbkoq67HuDnbI25xFKUU3605gOOV7Nmv9fuP47X5WXh9QVaIc+bmrb/34KtV+8Ny7WARyeWVExqs0AyPoJSeQykdZEFaEYXRChLJFamhLUoqETqIwydCr63rf1qy5WlOWJCFmZsOYfnuIsU+sVxxl25KAinWny7PRsq4VOYARMrRk+4y9tf2Ajwzy1qTG074ePSnLRg/PwsDJi7BrM2H8fOmvHBnyYes/HJMTt2N52ZvY+6vEVx+nYxyryw1EeS6zBWkTvySd1bwqKNRAjeTsJCGJnhGIlW1kdOAWoFLWx4DENmDrWjkmzXuxWJ6fkS3Hynz/F65txgFZeE1l4gm5MJFJLunLK+JLDOUeqe7UdCbjYj2mctxc7aH7drLdhVh2jrvOppgPclDJ6p51NEoIVBhmAJYQgjJIIQ8bEWGIonobmp8CZXNcLDxZwS/OfcEUsalBizMNKTyEElY0anraXmliCYWZq/7tMULMrX4aWMeVqss2A0n3605gP/7ja2xlCKXfavqIkvglOI0MiINByrlU1S6RHt7JNrkG2FPYTmqLLSdf3BGOib86dXYUp0iYLaJGvXhakxgmLHwWb7IJVBh+CJK6UAAVwF4ghByifwAQsjDhJB0Qkh6cXHkNe5aGO0sI7uAm1NXb849gc0RHLXGH7npp43uadBNAUa5C9ZUGqDdsUW5AigkXPLOCsPH2oQqYVZZyfJFGixe/WMn7pmahl353lDw/g4aco5V4GR1nf6BBpicuhu/ZxzRPU6e19mbI9ellDPCZOHsY5UAgG1Hyph+aQnEwVxIs2WYjLxSS92MOl0Uoz9ag4dmBG9ZkuoCOj9ne/cWVXh8FAPuegOAxyOIYAIShiml+cL3MQDzAAxmHPMNpXQQpXRQ27ZtA7lcxEMiee2pwYbz1q824FadeObFFbWYsCDLM50XSgLRIkb2oEWdaM13KDGzoJIIPVwwBzf+UlXrwKHjXkHi6k/WeH77G7lv5Aerce1n4Q0pH8nmTZFWDl783Ws+cOWHq5UHRLhm+OYv12OYicGpHuL7EUN8BwO9gbFVbXAoB9RmiSQb7nDgtzBMCEkihDQTfwO4EsBOqzIWCQS7sXG6KM6btBRzt+hrWvwlGFNqry/YiWnrc/HPnmOebWrpZ+SdQLaFUXf8MT30etSwLBuWoaZ5cEluNBLzffOX63FZkL04BAtRMxyJz/Xu7zfhknfZgkQgrrRCveBU/mxDKXDuOFJmatAcCnvmBdvyfbT8gRDBKpegEsy3FGkDolCzaGcB+oxfhKz8Mv2DGyiBaIbbA1hLCNkGIA1AKqV0kTXZigyC7U3iVL0Tx6vqMP6PyBtDaGl9xc7DSIdz85cbcAVLu+EnTj8eNlGROF0uirf/3o0jpcam9EK5BujS97wCUSQ20xl5pThgsX9ftfdkNcRPm+FQsOWQuh1lJC9CkyPXpKk969KqOjgsnGFava8Y1362Fj9uNO4hgvVcKaX4YmWO4bZBj6d/2eqj5beCSCy/wSAUrYLeo4zoWV8/Ka+px6fLs0Ep9Si2dh7lwrBpKKUHKKUDhE8/SumbVmYsGmlI3iQcTvXWQWwYpH1IMBrm1fuKsafQV5ti5XW2Hy3D16sP4NlZmZalaRVSTV5j6fT02Hb4JPYXVwacjlhNzcqWUu8S4SCqhGGFZlh5jNNFce6kpXhpzg5mGmWn6lWjfqqRJ9iq7ikMbDbqSOkpvLNoLx6cHnnu80M1aGxM6LWxDdFU7bxJS/H+0n1YnKV068mi96sL8fmKnCDnKnxw12oaGK0A/soqahXwiZ+3eBZ9BYq/QTe02lsSomnme6amYfRHvtqUbwW3WP4gz68oXIQi3LFuY6uxu+E1w/5x/efrcPn7qwJOx+NNIsqebDSF5ZbnlPWsxfq3YNtRn+3irNTjP2fg3qlpOFFlzeI/M4j1sTICo/9FstmXGYrK2UFFwoFa1WqIGmGRzi2bAABaS4JJaZWpWocL7y7eG+xshY1GLQyvzS7xBHFgEa7GJnVHAV61yHTCMyVs8jytew+XYqKiph47j5q3u/N0Hoo97i1G7ycYdmWsa8unjb9bo/RTWVJZiz7jF5pyTxTphEoD7q83CTVW7ytGYVnwIyJGk2ZY6WdYeQxhvIdh7/yDXq8sxN87CpAjeFWodRhf2COG5v4lLbBV+6Ea8PuDdx1IBGbOBHI/3/oKA+/+D5bus1RLGQk2w9V1DizOKgzZ9VoluYVggoYt9BulUQvDd32/Cbd/re05IZhYNd1VU++03LODw4DvTWljHIqmxG93oCqPWWz/DL+FAG7STFt7uNR3sdMny7MVx2zYfxw19a6ANOVSKmrqMX19rmmBdIVkEaU/rN5XjL+2FwAAnjFhrsKqOqwofuxzBTMfi4TLe6am4boQeGuIKs0wlf83lnfRPOjxn7f45ULsgGBGE6hs4xWGI++ZN1TBxUzx/mR5tkJL6XJRhVmdUSLhLU9YkIVHfswIud1uJNx7JNCohWEA2F9s7SIgM1jV0PYZvwjXfGJtZ/yPhpATLj+XRjQhcoHoWEUN5m45qnK0G38GJdVBDCIwwoyXBovewesLsvD6gixs2H/c1HlmFiqxuGdqWkDnS3nAoH1nMLR+xyqCP+UbscEhDKCleaOUIu3gCZw9YbHPdjPV0umiKK+p163LRgUNm58zaqFEfKQ19U5M/mtXRJp0mEGtjBh9B1+t3o/RH63BNpOzZTnHKpgBMqRszi01laY/FAizS8ctNgtyuihT1mDVlG1HyixzsVZeU29poJRg0+iFYSnXf7YW7yza4/kfbGHPyuT3qrgvC4p9mQF3bdV1DtOrxLUGBy4XNRRlTC4QZWkELRD/Ge1zpcL4TV+sZ05bZ+SVIv+k0o2V3uM3O+VptalKqdAA64UolhOuqftAynO02gxrDVAjjU4tEn3+s4qJ+A4pgE//yVaERRaFAyNv6c3U3Th7whKcqtMuv6zoeUxBIRrMJIS8zUo7hO/WHmTOIAUTq4Mz6fngdVFovl9xoDNv61F8auJZvPj7dizdpT2rFIrok/ExdgDW+/vt8fLfhtcg/ZJ2CC9ZECb7r+35OHvCEpw7cWnAaYUKLgxL2HakDF+s3B+y64khIIO5OjgYSbMW5Uk7jYKyU+j72mL0fGWhqXS1Op7Bby3D4LeWm0pPkb7svzhNbvQZSfO3p7ACb/2922f/c79m4uYv15uKhhbolKdRgc7popqDE3/LoL+2dmV+BpAQeXvhHsW2Xu2aGjqXZasaDXRonhDuLBimTdN4n//ammEgzh5YVyQuwlObsal1OLEmuxgnDZY7z+xXBA6YxJq64cBxTF170GM+o+UBKBh8aXFf2f/1xbrHjPlU3T2d2IZNW5+L95fuM3zdWI2yF4z+U820LNbuvlgw3uPXq42b083PzA/4eq/Pd2va6yItvKMGXBhmUOdwgVJqwpuEOaHKcx6M++s1gpmFJnqcrK5H2Sl2x8ESnKT3MHuzf0FEtDrMkkrrV5R7NcPGXpw8e6mCravIvK3uDjkUtp1mTVWGvr0cF/3vH93jzBZFf4vuZe+v9O9EDcQwtnp4NMMamWfNQsgFvFCTFB9jaXrpuScsCwRx4dvL8eOGXM9/pZ9h7fO1BmPG2kfl+UPfXo47v9sIAJj8127c/X0aM1Lh/G35imsEa8BkyQIpya1O/GuX57eLUkxfn+uXZrHsVD16v7oQ63NKDJ8TjpmKAzKzRkqpZ3bKX7nVaoFXby3CfdM2hyQfUo6UhjbojtYAI1KJvhyHgDNeXYj7p20OvpmExelr+cQ0q+F4fUEWBryxRPOYGRvyPH5f1+V4bU0/XKYcldc7XZj01y6crFYXapftdjeuuSVVlg0QnBqjbPESWw5p24PN23oEK/cqG/7C8hqUG4wKpnY/odI8Hauo1XRl5G877K9muGvrJn5eMXCMCDo7GLalMbYg9lYGUBtk1TqceH52JgrKzHV4t3y1wbJAEPllNRg/P8tTzo1EoAtK2ZdIFAVlNZ526UCJ+kDpZHU95sjWFYjJFFtsC/7IjxkBpyEfvIuPdsG2fLy+IAsfM0wE9Dye7C4oR63DhTu+26R6DKUUh09YE4TEDFpNzPdrD6LHy397zLz8wWaxFFpgIjR8JBAMOYc16Ix0uDAMdyXfXeCrIVmx15yzdzPUO11wOF2eBrpKx87NKKxKHYzFbuJVMvJKPX5fOyRrT+E+92smvl97UGFaIOWb1fuxLqcEw99b6dGyBson/0g6BpVnoKfJfe7Xbfj3D5uZnfekP3cxzohcAgnpy8LfchUfE76mx4hm+NlflTaC4Xa/1Jahmc4/eQq9X12EuVuO6i4CAtwaQKu8aLAQ3aEpTJJ0n53+oNUIamKN3uzPCtlgV3q8Vdpzq5A386JHGdGeliUY6nk8aRJn9/zOVll/MmfLUQwzYQLmr2cHM4jmUvllp7BEx+5XDS1huMAPl4lhHjMbRrzt277egLwT4XMkECk0WmFY2hFOW5+Lqz5WakiMtsH5QoWRRg3TotcrC3H5B6vw1Spr3GKJJMQqX6eZQa/RTpKVZmKsXblRgug+S8seasuhk9grRI6yKtpXdpFXI6SYujWpmWqVpBRGTp6qx7R1B3XPVbuSvzbD/ioz3tAR3s2KSf6ExwbCuzDJSAQ6Vl0OhccIs0hnNfSe6ZZDpRjwxhKc/vLfQcuPaFplxM9wMFCrF3r1pXNL3wV/UoGmKoieY6xALJd2IdNqi1q1ym+TOK8JTozKFHfmYeUMmpbAO/qjNVi/37jZhT+I90op27TJCFYohmvqnZ5ZT7uBBLX6WqP90qYDx5EyLtVQ/6PHxgPWLobs3b6ZpemFgkYrDEtRC+RgdqrezEg473g1EnQEyFCjNZUohVXVjWrNKNwNx3uL9zIbL6tlJE3vCCYvdl63loptS3cVYcKfu/Bmang0xGaFSrXpRH87BH/NWcIpDEerNwmWkCM13dC7m3KVNQBSVpsMfwz4lgFRkFKWM4aZhMHHb+Q4vfKrt0BUPiiN5JDHqtpvYYc/A1RpOVITpllCXlWt9qzmQyEKZx1Ie2LFu77j2404R/CcYCQ91mykWcXIDMFDROqOAp0jgWG92phKO1Ds0aIel8CFYZjrFLVcSZl1MyWuHrUKrcsbaSxE1y56sBfQGToVmw4cR5/xi/DZihy8v0QZ2jGUTu6tvNKGA9r+ea2+LW9UPXMJbzui7YPT7POvU9H0HyuvQcq4VMzPtMbcxUo8NsNRstBZzC/bnEciDOu8u+TEWADA2Z2TVY/xx++z9LKUUizbVYTnZ29TPSYc6LW00TQwUhO2RAEkUDMYNcWG3aYUF/S0sZ1kGnd/MPJuAjFhskJu23LI264aSU8rqJX0VmrqnUxXnYB3Abc/phxAcIO3RPBYUhUuDGvAKq9asbnNVkirCyOrM7SJDaSBvAWyAtTovedLKm7OsUqkjEv1Kx1/oBQoLKvxOAI37zlB/YRAF2GESlhQ98qhzL8R7yQ1Kvbu+wTzlF83H2buD6fw4YlAF24JjQGrI/WadTC0SZLjjXps2H6kTFMDLHpgMIo0XxRs/7N6eRMXz7IwUlaI7FuxX18ajhrU7kVsg+TjUyMDXOkRqpphRvcwd4u256BQVTF/zbUA/xcPi8j9OxvpC3IMer65f9pmXDhF2wtQJIZpt3pRYijgwjCg2hD6LL4SyMhTt60xaxdn9UwCqz3Q6kjlGBUOAjGTkHKgRGm0H8x6TQFc8PZy3PzleuG/uYtpHe235inEbUZPHV+8Yi5nbz6M3q8u0l09rvcM1drEYL3nE1V1SBmXim81/GpG8gwecxGssI0Vcl16tF4dPFHltRnV0gBLPcMYQXpVSkPoOYJB22Zs93cNSBZWvRex7Mg1w3oRzU7VOfHi715NvppwZWNUnECEUCuxIgiPv3xgwqexiNaaGGl21huICBohr8CHKJSFuTAMqHcirFCCWqOwcGuatK5vRFA3nHtGQfdHuGF17h6fkZJrjLHI/ZPInsIKHCmtttS5eahtDK2+nDyqlWiHllOsrcFQe+96wk+wzGHuF3x4stz7idgiWDPMeq9inXhmVqbmuay7kT7n+6cFx37T9zlSZpmoqfffJuXoyVOGy8v5Ka0U2wZNXqZbPzUXNIWwmBjx9qJ2K6LmVl6u9TSLs9MP+4QbVjWTYFxYzyuMFY8umM/f5aIh98ELaLd/Zu83GG7MMk2GtJYTyTb3anBhGOYqrKYwbEAiPCqx/9ErL1o+eVkwO0Px24hm2Kg3CYY07I9gwTpFFJCljuOzGK6Nbj2vs+nrSRn14WrEmLXZ1rjFcNV9K0092CcElp60rBRJGu1g9W9iI16t4a5QVHBF4OwisxORKuTk4WjTDnpnqrRCHmsR6MBEerpLRTO8YJsyqpXRy97x7aaAPO+UVNaiskbbI4RWVtSi2gWDr1YZieqmYjMsmknICoJZLwvqZhLK6/6SxjaDihZmpx/GXhVXcv5ipFgzjwmgD9ELtMIUTjWut9DAojzN6wV0dnjgwjDUGwtWY601LaQ3ZVRZ68BFklG63vTMvQYWs0gXKGl17sGezvJn0QYrSIAoDOs1sv7cj/SUqjqnZ0GR4fM1mjm9d6mXXfN3I3pEMIfVpUAtPdb9SmdazLy+2ZsPI+eYdR2W2DH4E6kr2LBMOKReZ45X+brH+m7tQc/vXfnKqVcjj1kaxcwfpAv7KPUV0EVuPLdTQNdYm6Pt5UJvMKpn/y4vj9IBQosmcdqJC0z6axd6GnBbl86wqRbRE9oBLfdx/s14yMuc2vn+aPuCMQPE6mtY3nyMBEzZeigwDai/vDY/izkzChirs/JBsdV2w5pemAwQyaZoajRaYVhaRxfuZIfIZDUKWlPr0kq6aGcB/pRpQ2plBUzatuxjjE53GnD2vk4SPlOr4TEirLLut6xaOW3HKuj+1EXWOUZNF+ZuMe+lwGyIWMX5Gsf7W/nF037dfAh3f68e/UmNTTpeLAD42P2q3YO/bZe/fZ26EK3c8+Kc7bjiw9We/4FGwRLf1dhvzC0UCwV6gyqtTo+1ONKIMMKaeTHDDxKBPPd4FTO9Uf06BHSN44GGY9cbrGqIIC0MDpq/X3vQUCj2WSqLSgFj7ajaneQLygWtxYgp41JxrEI2rS57Nmomdf60EcFQwbD8ZG9hCLXhWlhmdACwXcezjxaXy8LZGxkAzd58GAcEs7eMvBPMQauInss8PWr99PkcThqtMGwEVl3SmnKSNoSP/rQFT/3iG8VKzZk5ABxjhMo1O8LXOtxIu8A6f+iU5YptrA7bKg1AnYlViI4APflLn28lwz482Pyzpwhb8ty2eutyjmNNdgnTTl2LcgOaJN/ADHrvyddm21/bX/H8tTklbN/GKuepZU+63UwULHbeIldtYVQYXp9TohgI9WibpDjeSK1sGh+jf5AGxZXetmuqRDDWy4mZRXV7CrVnBnQ98+iU+1DaBWt57QlkBk96qlbUPLkQJH9yakJkBFcbJtd/rh5xLxKoD2DNSr7MnZoRN5EvztnuCb++Yo/2TEuNAU9CWgQ6wA4HXBjWgNVYa4141KY9ROTaw6Q47U7IbLvIXMUtbPPXmwTL9pLhbtIy+0ut0aoclh2iGaRZNqJF0DpCugBFj+o6B+ZnHsX909IVjZrRlclmOiap8Kd2m+IhU9flGk8Y6s9EutjmdSFMsDQfaueFYlFbJE/h6eVNfD53fLcJt8s02ywhKxRCnvQaai6jItE+2yimTZEMDjj9O9dYfu7SmGWSX0LelqiaSfijGw7jey9iKJjkRJKAH0hWjA6iDC9ktfC9hTJ2QCBwYVgD1jvU0lx+u+Ygyg2sBhbZcdSakMMiWmUuUGFPCkuzZpUQY0YzqqctkqNlF2jEjMTMLcrLgfTc45V1qrZqgWq7WaQd9GoQ9bRxZgYjgJaDfm8ZEWdTTkg0xGrPMhRCUyRrhvXyplU8WM80FC7NpGVAbVEqe6AetCyZRqv9Mh+IRrsOB9pOG+GEjjs1KfLZiIaiGTaCmf7aKEbfoPosmPkyoFdujNqFe/IQQLsh70uNRMiLBLgwrAGrUOoZ5R86btyesU1Tr09M/8Phen/vKlCfmjAirBqtgyzt1eHSwOw4Rdo1SzB87CBGeGQt5LdXJglPa+j5mGggnpy5VXWfzUZUp8PnbjVmC+3jX1anIfxp4yHPb3WbYf8K4OETbLdErJXnj/6U4c2HyrOMZM3wvwZ30dw/J0M7AIER9PKmGbkqgJDHgSC9hFq5DpXg66+to2KgbOLcUR+uxnWfeafk9QQTbWFY/3qBPkv56YbNJCy4VqQRSQOyQAbpeu2m2ZQDeS5v/b3b57+WZ59IggvDGrDaBD2XXvJCuTZbssBNfrDFI22pcOe5JhXzpX++0REpq8N7Zd5OQ+fq5sFE82laiSK7P6nAarVGUr5YUnpfNqIu9FQYsAEGfBtOM3aGqsKwn2VRNciBJME9heW48Yt1PgPJICjADWN2RkFk9b4Szf3/+W2b5n4jsAYRUrQErXB17IbcNgY5c2Jx+3i5iplRAAvo9HK+t6jCJ4iC3iI6rWuxnpPVXk/03lekaYYDKTpFMh+8DqfL5/5ZgUQCxWh+lQu6/Z+d0BWGZS9P15AngGcuXyB6WnLgIblDAReGNWAVsN8yjmi66ZE3hBs1VvvXh3DFpfxevltzAD9tzPPZZrT8BzPUopFKOKBzMgB9G209pCPWRVlsjyJSzDQQ8RJ3WIp9MXZLG2EzgoZiJbkKarmjlPp4SbmkV1vmcVKhLvd4tcIsZG8hexYjGNOWcqSDRjNTkkdPnsKKveor9a1ATzukJWix9vjrZ9iMACY93YybSn/62/Kaes32V+3xsGZP9kwa7c2LRmbMCgZ6HnHMmkkozS4CG1jIr6EwkwiRa7Xe7ZuZTs8seZKZ2pp6J3q+shDvLt4btOtZZeZitJ3297r6rj7VDzDrzSdU0ScDpdEKw0Zej9oxWhFrqmvVNYJy8kyYVKghbbhOS1Y3MZAX/smpu/HqH77aXKNCVaBCqBZGciBqI63Mx/g/9DXb2Sacs1dq2AxTSi0dUBhZSSyitoLZaIe/NqfEx0tK03h1oV8L1ch1IWg3R0vcfO0vVoYE16LgpH/Rniilhjo41hhJOmjbW1iBLIY/YfEaim1+dkRyjZrWtaSXVRvkfbYix698yDl7whLc+a1ycZhebco/qWyzpf6brSx2WqYsgNsFmprwYsS22rDmkVJ8znjuitkcuT2phZrhcC+cbJbgXaQu+ub9eZPXbGzlHmsHt04XNV7nZIeJg41nZmVi8JvLsWxXkfdQnST1+gDpqztYUsX08e+TNY3rmfXmY2Wk12DSaIVhI6iNamNZ7hQElu8pwvLd7EIsT86KyDdS7xbXDDhNsV9tdTeMri4VAAAgAElEQVQLI07KAd/GxGqMCOSirbXVDe3Qt5draianb8hT3SdHK2/5J2ug4V0JI3qzta1SpIJVMAOqyJMulfmdVruyv9PiVvoGfWbWVmZ42z4dmnt+L9mlPyMgRU/QUeOXtMMY/OZyfLDErZWilDKFDlbIWyn/nbsDYz5hu4zyVzPM4tJ3VypmjqSM+mg11maXwOmiPuUvRkUYNtMO6ZGep+65pUkce3B2XGdBmbbdvbmHqOcya13OcbyzeA87H4wXtuOIfwut845XM7WgzRJ8/SYrbIat9CahgVxovOQM/XbPLHslJlGsqlWlYs/atVUTv65nZfu19bDEJabedXXNJLy/R7y3EvMztT0x+XsXtQ6nwk3ppACD+oSKRisMGwtPzN6u1SEeK6/FA9PTPf/VAnpYwZKsQqRu967UZDVVHSTaYr2Kevf3+hHv2OeZDxahhpG25Iq+7YVjzVXZNB33ZwVlNdgWYEx2Ea28PTFzi6ZmeMXeYiTE2pA7ZYzqMdIIRLkl5rSbejz9y1bV6Xh5vTHiF1gNlv9hKzuT+Zn5+CVNe+Bm2NWQgNnQtiJLBaH7k3/cmrqBk5bi9Jf/Vtj5B3L3rMAUgaQnnzmSsq+oEnd9vwlv/JmFY5JBtJnFMmZXzWdoCMEi/g7CSirVFQFmFwC9ZmCWablKYAxW+ZcP6IzeYYKKqZaiDhvIgx5bDpUyPeFo2mJLdvVs11R1limQaXZ/A/Qse/5SfPqvcxXbs/LL8MC0zapld9uRk6ov6JeHLvD5r3zuvs/v3C7eBeKB2gybXVjq7yD6s3+UMxEHLO6fgkWjFIbXZBej5ysLdY+TV8IXRvUGoCx4UtsnuT3bwSAWhId/zPD5z/ImIZW5gjVCW5OtvbDIFAZqYe8O7uetZ9coH93LIwKysEr7Ie9QpP8OnajWtb8ThbSBXVugVZIyHKz0/N0aXkT8YcG2fMU7La6oxbytRxRl/8eNeTjC8CRiRNBZv19pTx8KbxJSPlmebarz13OHmDIuFSnjUhXT8sN7t/P5L2rYV8imaQvK/DPDANQW0Orfm5GoaWrM2JCHDs3Ziyit5l/fev0qPztrq8+91Qv3YFaQ+/D2AQCUUdukj+21+Vk4fKLaJ3iNFsv3HEOdw4V6p0vVlEvN7nlxVpFim9UzYMdkM4CFsjIn/y9y8hRbu55bUoWbvljP7FMPnzjF1LpTSpEtmS0QWzOH04VvVu+3bNEga0CgVSe2T7gS6a+ORFyMDdcOOE2hkBjzyVos33NMVck19puNGPyWMlAVAAzt0drn/7LdRXj85wxPfvYU+M4US7W94q+cY5XYwGg3D+iYe20wEKlUnrefNxmfCRUJ9pqKYNIohWGjGlB5O5bSOom5fUQfb0e3r0g5HbinsNytvdNp1OqdLoUW4NEfMzwNfEVNPZ6cuYUd0QtuoVQuGEkHm2od+Vt/78a8rYG7hbICvXZ/7+TRnmnI1+ZnqR539wXd0L2NMiKXlFiGT1RRxjxeWYvX5+9EdZ3Su8OHtw9Ar3ZNNdPWi8DzyfJszf0iHZMTPcLwvqIKRUx6AFiyS9mBuvNQplpWpBgRmM5/cxme+3UbnvtV6THh4v8pbciMdOBPzNyi2OZ0Ufy4MQ8p41It6RDrHC6kjEtFv9cWqR4zOdX4IPEfjVC3UrJlZgFSoUiqXX7210yf487p0sJwXuScn6J0NWhEjmIJkG2axjEj2rEY2FXfxeFZnZIV28zKeNLa+kdmPt6RmACIJl5mo3pJw0Sz7IoBIPPwSQx7ZwVu+mI9jmtokD+4bYDn95cr96PXKwvR65WFzPql5pKQhXyA6K+3ApFmsoiD7WWDmbcXsk041MwD9bLDCp/8Wzq7v0ndUYC3/t6DG79Yr5OqMVo08ZqEiIoOCqBLK7aHg+YJsT4uT6Wo2cn7yw/rcvH3jkKPqeNYmetGVr28+uM1PoNCkYdmpCu2BYqWhyi1erDzaPRFnhMJuTBcW1uLBx54AN26dUOzZs1w7rnnYuFC74hy+fLl6NOnD5o0aYIRI0YgLy/P59z7778fzZs3R4cOHfDBBx949v38889o2rSp59OkSRMQQpCR4as9FXGUFSHvf9fg0Ae3eD4n1/3ic4y0A+uYnOCx81Rq/bz/DzGmZUZ/tAbD31upu1K+1ysLcdaEJT7bFmUV4ooPVwEAZm46hL+2F+DLVftV07jq4zU+/6UNqdo04zerDzCFnHCg18jEx9h97AKf+FkpUAHA9eco7aflsAQ2scP9LeMIpm/IQ9/XFiuOufbs07DwmWG66fvrtUCK3UbgdFFM+msXrvxwNc6ZuMQnnwCwVEUYHvPJWpw7aanuNbr/929VbxpGsy0fNPh7vy5KPYsZDxRXBRy9SNS0qtkGAu5OySidWhpzEyRduAP4mitpaZcHdm2pEFaM0p8lcBp4fPL2LPvNqzCke2vsL67C+v2+MwTnMXx7j5u7Q/caei7j5Izq116xbYBsoNCaMWNilkSJ5nCvAZd7501eprqvucQWt7TaOwgtVhEctEwzpCj6G4N1wmjV6dFWObBnCWL9OzVXbAP88xD64pztim2UAs0T3c8w0NkucRbXJyqjJKN60V9ZSGdiWbN1/iI+6yRZvZfO2IjvUi2gy7BebRTbRK9LweB71bDrvpzeNklXcRQphFwYdjgc6NKlC1atWoWysjJMmjQJt912G3Jzc1FSUoKbbroJkyZNwokTJzBo0CDcfvvtnnMnTJiA7Oxs5OXlYcWKFXjnnXewaJFb43PnnXeisrLS8/niiy9w+umnY+DAgYo8SBvmLs/+iq7P/46uz/+OFhf9y+c4uVs00c7T36lcLZdAWpzexrcwyX3YAkCnFuxOOtTTzgDw2R3n+u2TUiu/793q1ry0b+4VLDbnmouYJoXZqQj5btVEvbGLsdsQY7dhSPdWmukHEk3umct7AXAPyA6WVOGo4MFE1CJIn29yYqzi/EA4m9GIsoQgKfJFE1qa4Zev7qMQbESkIVRrHU7NKfzbBnXGvwZ31cyXmt0kALw65kxPfoyiVs8A4OOx53gWAcXJVkhKzW9u/tKr9ZJqrqTsnjgaHZMTMPH6fpq241KYVcdA9Rfr3H+v6oPcKWMQa7fheJX7PTw7y1dz3TQ+RiHo69ExOcFUO3RacgI+HnuuYpv8XUrLvZHBLwtCCGY97LbljI/R7w7lWlQpNhsw88EhAIALJVPiaqvpjZp0aNWBba9daSgNn+uqvIsXR/f2/FbTkrOQp9a2WbyuP/6bBnby+S+2ZywhVa3onNOlBX56YAhzn1j/WNrxihqHX958pEoHtXd3RvumGHmmciCnhdr7kNoQ69lNd27JWPBHCIb1aoMxZ3f0bNJrL6Vc1LO16r5BjFkoFmd2bB4WGcQfQi4MJyUlYcKECUhJSYHNZsM111yD7t27IyMjA3PnzkW/fv1w6623IiEhARMmTMC2bduwZ4972mbGjBkYP348WrZsiTPPPBMPPfQQpk2bxrzO9OnTcc899zBtM09r4euC7LmRZzDTkDb6BF4hWlERqLGGVF4mPrtDaaDPYmA3X8Fh+oY8hSC3/D+X4tyuLXw0HfK8JqmstJbT7zS2BkCkQ/ME3DaoM+4d2o25n4Dg4NtjPOlMvL4f3rrxLEPX1qo310m8ZaS9cjkAYKzByj3yzHbo29H3vtiaYfc7Ft+9fHR9cU/vCFw3QALD5qu5QUHi/BS3oC3app0mCGEPDesu5NPLwK7+T62zkAtyAHCGjk9Q+ZpSaeN91wW+76h98wT8+rDvYhKR/cVe8wKHi2oKDDF2G96+Sbtc7WKYq4h5u/187YhyLLT60OvP6YT7LkwBoBRg1DoztSnZxDg7Nvz3ctwz1J2ennAB+O9aTcyqtDyrlW0XpejRtilyp4zB2PO7+AiHrIiQL4zqjb4dmzPfo5k+0m4nivuTdrLydk8P6SDE066rZCh3yhjkThmDXu2aag4KbYR4NJvSlNTKsNH7lw+qpaclN4lF7pQx+Pru85Tpq6Sntp7hrE7JePeWs41lSno+40Zi7O4FwP++MIXZ5skDMewrqsTCnYWmZ4LUmmDxnUrta6V1VytaqxFYZWVUv/ZY8tyl+O7eQabSUvNkIs27eLmWKoNn5tsWXHh+fsdATxl+YkQPw/lqoqE9j9VyhySBIDTuMq0g7DbDRUVF2LdvH/r164esrCwMGOC1u0pKSkKPHj2QlZWF0tJS5Ofn++wfMGAAsrKUdqN5eXlYvXo17rnnHuY1paPCo1/eh8l3XYqS1I/grPadvpROe1GoN5pOF4XdRvD8FWyh2nOc7LxrztbWZngW7AmVRVqZ5QUsIdaOPh2aK6ZapPXsjA7GnJzrCfZ1ThfiYmyqi8DEBkp0s0QIwZkdjV1bq95IL9euWYL7v4Ga9sFtA2C3EUMjVPktxcmehbQj0ROGWU5Hnr68l6dhMpMPuS259Nk3N6kZ1upwmsbH+NQP8UhKqeb0vbxsS/8O7u6rYSCEqDamUnvaeodL852pPf45j13o+a21cER8huYaa+13rjZgVve6YUxovpbhNlGRFjN93dM8z1haprQ0Z+JztwkmPGpM/fcgPDGip+5xcljtCsvlnFRGjGHY/2shnflRVXLI82Ajmj5TbYR40pIKOIFqxroYcPPFunu1eq4ebpl4nmMgiyp90iTmbMPNXDY5MVa1Oor3MTv9iE8U2EARy77c8wNg3hRIRO19zGbYVbPqRjuVKKAUyjbSjEZcy92g0SJtIyRKQm6EWRiur6/HnXfeiXvvvRd9+vRBZWUlkpN9NXHJycmoqKhAZWWl5798n5wZM2Zg2LBh6N69O/O6dkJgS2yODvd8iE6P/YAvf1uCs9rHoeTP93yOu0YyvQB4C/va7BJMX5+LxVmFOFZRAxd1p6lXzMy6KBW1ZKzZdlYBs9uUDa/4P9ZuvEOSC4By6hwuxNntqloyscKKDvhtxHj0ooRY40XSRoihxlPspMw08OKR8nOkQh+r8RM1t/JjzfaHCt+fsnxIH6fZjsvXFk2WLtjaTxelmgKHvOGUlkPWWWodx+RUb1z7OqdLs8yqNexS7Z2aGYJavgCllxLpwjS9YhyjJgyrHM8sF4xrGOlomQEbdM+CJzqg9BJq5dUlCRgTI6tT8mcjmnfZibGBqBY2G1HkSVq/RM2wP3bEoqAtfWesQYldR6iXCsPSvKlqhg2KCU1lg1CmdRejYKp5GDBSp/Q0+WLgmpTWTbQVGFC+N0B575f1aYf+nZqb0gyfn9JS1fuPdGu+EGDCCl/X4vtlDYqM9HHSgD8iYlnRunXRVljtCqxzXZQq8mRGYNeqs0brs42Ex1TTH8ImDLtcLtx9992Ii4vDZ599BgBo2rQpyst9py/Ky8vRrFkzNG3a1PNfvk/OjBkzcO+993r+79y3H4lNkjyL62w2AltcIuI79gKx2dG6bTvM++l71ORuhavWuwAuRqK9Gt67nafR/GDpPry+IAuP/JiBwW8ux4mqWhCi31FqFQqWS6W5W44C8FYWPXE7xmZTNGKikBJrtxmOBKO3uKDW4URcjE1VGJFrhm0GBgoi8rC9WhitaIQIgrNKJ/Dbo0M9v8d+416p+8dW97NXCHlSzTDj/l8Z09cz1ci6nuGQpnLNsGCTy7pdp8kV9Hq+cqXvVfzlor71QY6ZFe8srQqLeifVHEAa8Rxwslo/vLM0lZp6J/qM9/U88dujXk2zXl8iDgDlvsjVOnmjb85IsWEKHSY6ImlHuTbHrU1TDK5d3vIhFw7ltfyEsIhMVYhUydpRg/aq0vol5qmK4f2FhdRExqhmOMZGNIMb2GzstAKNtqiYdWE8OFadflMysPy3YL7jzo/6hT2abZ3MJcXHYGDXFujcsonmfRCiYr4j2xRrJ6h3sIcHaskP7NpStT72lZj6ieXE30hoTwvrNwDtdUNGtK5PXd5Tsc1Ic/jGArfHG1b/4X7GynMoVQrPWlm8fZDMm4XG4zLyJH97dCiIBQPhUBEWYZhSigceeABFRUWYM2cOYmPd2pt+/fph2zavV4Oqqirs378f/fr1Q8uWLdGxY0ef/du2bUO/fv180l63bh3y8/Nxyy23eLZ9tKEU7Z+ejR25RaisrFRUIOKjufS+ONGbxJ9PXoyJ1/dTdZf1R2Y+7DaiK+hoFYr/+43tzcFG2EIVq4GxEWWnIzaksXYb8/qstEf2VV8A4HJR1Dsp4mNsqgKuuNBlsxDkoqrW/IIFViQpeXQrQtQ7Jwpg1b5iAG43PnaNjqxFYizWvjTC8z9lXKrHXZlc4JKmIQ89+87NbiHYaOeqhVywEBdvUM9+L2Y1w39uy/eUH/kjsdsJpB6UFmcVImVcKn7POILqWnVBQzEIkyQsj2yo5xNTpN7p0hQ+Dp0IzIe3WCQ//ycHVbUOUEqxQBaZ6f6L3Jr+7+5x2wHuLaxA5uGTnucnX2gkltGth04i55i+dwKjihq9yHSAW+iStwuBmieUyAJ5uLVN3jxpaVN7CJphm807g+OvdxBKlen7COJCpowGUXn4ktM9v40KgCyhXiqE2ghhapnVRAejT6K61ok6h0tzAba44FFKvGSWrUfbJM8iQ3GmUcyj9LbZ+VeSEGtTHeRI0yNQMd+R/S8oq8Heogqfd6C34PzCnm1U+9x2zbzrgsQsyjXsRrn6LK82V1zAnHe8GkXlNT6RQI1Y6vQ7Tbk4Wb74GHAvxJQufJuzxW0ywbpdAsIcIFGqPF6rHRl9lq/WWjMqo07hvXdoN5yf0kpVUI9E/CsdAfLYY49h9+7dWLZsGRITvYb0N954I1544QXMmTMHY8aMwcSJE3H22WejTx/3au977rkHkydPxqBBg1BUVIRvv/0WP/zwg0/a06dPx8033+zRGFNKsUwIj7zjaBlaNomFjRDU5u+FLT4JMa1OQ8XJUjz92muI73oWbPFe35qfCtFUerZrili7DedreA+Qh6llMU/QNhrlg9sG4KU525kCAat82W2yqT5KPQXRvUJc6XOW5QPyX4O74r8q7pLE6Zq4GBsOl7J92PaUuVI5evKUae8SW1+7Ar1f9dXQyRs+G/FG3aKyKSHpI1ubU4Kbzu2k2sDH2m2qXgIUgwvJ//U5vrZoYmOiNVVq0rRRgdhZtEry2okZ1bSKjJu7A+2TEzCidztFOYqPsWFdjtfO9rcMr92alnsyF6XYX1yJTi0SsTa7BNsl7sPkZjdqGt22zeJ9BOf9xyo1FyxdIazaToqzK/K26oXhuPTdlT7bKmsdeGNBlueexAFHRa0D/V5XutADgEuF0NjiADH3eDVu+Hydap7EAfO7i/cyQ+HK2S8ZGBwsqUL5KQcqapSdo5ZXDJFf0g55Iu69OuZMJCfG4oXflS6s1HCqeD95YNpmfH7nQCTE2rHlUKnHr7DdTnyis8kHcKIwVu9we0SZn3kUL/y2HZec0QZX9e/o459djvx+D5ZUKQIYTfxrF8pO1ePuod1wmBH4RQ25vb5YX//aXoD4GPc9fsqIpGW3EazJLsGEBVlYl1OCb+8ZhOHvrfTZL6YldT3Fep+A21drcmIsmsTaUVJZqxh4iNwlifA5/f7BzPpexuh/tkvCOJ+qd+Kpy3phfmY+npi5BU/+4m4jHxrW3dNuEuIVzCan7sLjw3ti6OmtsTq7GBP/3IU2EtvUhFi7R9nx37neMrZoZyFKKms9PtwJcUfwyxQie5adqkeMjeDLlV73oJNv6O+JdigNxNP71UV4dcyZaMnw7CMuplYzq5O6RX153g6Mn78TD1zMNpvUg+Wv/u2FexT+mP21sx75wSq8c8vZPusbLuzZBhf2bIPU7amebUdPnlIoFgD3DExheS2mr8/FjQM7oay6Hq/8sRO7CsoVriDNKKWOV9Whpt4JSpWmY8cqavDOoj1YubcYX999Hlo3jfO5f3EWsd5JcaT0FP7ZU4TL+pjzshFqAhKGCSGjAXwMwA7gO0rpFL1z8vLy8PXXXyM+Ph4dOnhHIl9//TXuvPNOzJkzB08++STuuusuDBkyBLNmzfIc88Ybb+Cxxx5Dt27dkJiYiJdeegmjR4/27K+pqcHs2bMxZ84czzapG6Onf9nq+e04WYjS1TPgqj6Ju79rjuvGjEbba19k5lmscHoO8fWCBEj9md4irA4/vU2SarjC5MRY1DspispqsCa72MeNWC9GtB+bjeBUvRO9X12I5MRYHKuo9Sy8EX1aDn93BR4cdrriXC2u+2wtkhNjsSa7xOM6Kj7G5jHjkCLtaGY+NAT3/bAZL47qY9inpkh8jH7nX1Pvwu8ZR1BZ48CirEIfP5hSDdTqF0bgk3+ycaTUq8VrnhCDcqGTitVYDLi3yFe7JxWypQLYgbeulthIu78vf38VZj44BC/P24GBglAXb3DVu5o/yYKTNUg7eMJnGn7F3mKkjEvFTw8MwdZDpbj9/C5YvkcZHOLmgZ09Gob7ftgMAHhsuO/qYqlrMzOM/GC16j65dxJWPWnXLB6Ln73Exy/y+0v34f2l+1TTbSnYh654YTju+T4NeyR+Yru1VnZg/WUCr0oMAR+6M9LRYmTf9nh9gXowGBYp41J1jzlNw6UbC6nttVHeXbwX/xY04Sv+bzhGCILe8j3HfExHNh10t0P7j/m2W2kyN4fiQlzRZvMZwU3bst3HFBHfEmPtWPafS3HRlH8UZVKLj5dn42NZAJuurZrgizsHonlCLC55d4VuGmLb9Nf2AvwlCW8PAJdLBHYxkMq09bkA4CMIA+7+QYzuJp1FVAsgcd1n6oMqwD0jee1na3223TvVGzDqFomHkWsGnKZZV/qfluxjBiO2Y9+u8Qrt5afqUVTu1nSuyznuMygGfMPqSpUCmyVh7h/9ye2Ld8aGPEy8vr9HWaE2gEyKs+OuC7ph4p+7UOd0+QjJgHo5FqOQsur5yDPbKxboOl0U36w+wEwrzm5TbW8BY30RABwuVTfv6dA8QXUfALxoYNB60ZR/mNvrHC6s3leM1fuKFW2PPDiGfDZTyrOzMrHhv5dh6Nvu6+wuKFeYjIm8NMerLBv2jrKOic4HxKiv909LN+wiMlz4LQwTQuwAPgdwBYAjADYTQhZQSjXDOXXr1k1zqmzkyJEeV2py4uPjMXXqVEydOpW5PyEhASdP+tqcqjk8T+p7KZL6XgrArYG9aWBnzM886mmwpRix82zfPB4zNuTpHify6KVugfTF0b3x6E/swBGXCQ3x3K1HMdeAVvmYIMjUOlyeRlkegjj3eLVnFM5CHNGPOasjUne4OwaphmG1YHpgxF7zwh5tsHfyVQDMdeZidKB/De7q0XRpLeoTA0ZIo98M7t4KI89sj2W7i9ClVSIWycJn3jGkG74SgpeIU0cDu7bAFh2bZdbIHPBtZKSdzh3fubU6ucfdmisjLvgAIEE4bkTvtlixt9izfVFWoWqADFGDxOoUL+7ZBv07NcccWVGTdz492iahXbME0+E71fjw9gEKP8iXyTSCb1zXDyP7ttdc7MZikOB+rl2zBHz/7/Nx0ZR/fDxJ6MFyISena2v9lfyA12WeXqfnL22bxfsIqFKeGNEDn69QD8SjR4+2SdhfXIW7BTdugFsbJh0wsjgsCzDUOinOZ/ZJbDdFAUuLzNevQHyMndlhLn3uEizaWagp7IkMPb01Zj40RLXN/vtpZbCcFI0BT47E1Z+W/XmbpnGItdtQr2OPf99FKYiPsXvaHjX+eupiXf/hD0oW63Zvk4QN/70M7y/Zh98zfL0QrHphOLq1TtKNRhljtxk2MzHqM1+v31r2H3cf/Mb1/VRnI1ncJti3JifG4uu7z8MjQkCM6fcPxqWCwkZrwePHY8/Bed1aIikuBgmxdtQ5XJoLhM/unOzTD7LYdtjbd6S9fDkW7izEpWe0xfOzM/HpHd54B6clJyBfI+z6/Ccu8vzOemOU6qyVEeT9mZZZ1lX9O6BjsrlBtxqPCPJNcmIsyk7V+22iEkoCsRkeDCCHUnqAUloHYBaA663JlnXMe/wizf2XntEWN57rdgB+/TmdMPuRoZrHb3v9Sky+oT9WvTAc46/pizmPXYiPx56Df/4z3CfimBZndUpGz3buka3oT5aF0cVWnYWpkOW72ZHIAOBBg1NEK19w285+NPYczeOW7S7CzId8HZ5rRbwxcidrXnRfWzRZePums3D7oC5479YB2CcI1Ua4sm97EELw3b2DkDtlDAghCrssqR1Y66ZuDeMXdyp9dcqR+lVd8KS7bKW/OtLnGK2pKOmgQG5OIqWfEE3sK4b/UH84WFLlY4OmxrwnLsLPDw7BunGXebZJw8xKueSMtnj92r6a6Z3RvpnPNOeuiaM8swuAW3i898IUdGqRCEII5j5uXJiVmrZ0apGI3CljfMwqpIuG5IjTw1vGX4Gp/x6Enx4Ygg3/vQzLnr8Um16+HCv+bziy3/Qtc38+eTFG9WuPkWe2R7/TmqNTi0Sc3jYJV/Zt7+nU7TaCmQ8NwWPDe+CJET18fCxfcHorxMXYsHX8FcidMsbTYcg5V8VvtHy69uOx5yB3yhi8MKqPwpeznD4dmin8AJ+f0hLPX3EGFjx5MV6+ug/+c6Wva8j/G9UbLMT28pt7zvO4dRrRuy3WvuQuM7F24hPA4Y8ntNvgWQ9fwNS+efz7tm+Gpy7vhe0TrkTaK5d7AlvIaRofg58e9BWElz1/Cabddz6aJcRgxf8N91lYJXJai0RVX/NS/71ikBYWn/7LLey0UXFzBbj90L5+bT9dF5z/vjAF/Tslo51GgA8A6NPB9146Jid6AhNJEbWnLZPiVMsc4PbFbiR4SZ8OzXDnkG6q7QLgnSH8381sP+C92zfDiv8b7hG+bhtkzOf30ucuwexHhqKt5DmP6tcB+yZfhd8eHeoRhAFv+yylQ/MELHnuElx/Tid0btkELZPikBhnR3KTWIVbUimTru+P+y/qjpev7me1lIkAACAASURBVKMaH0Da3rQT2rWUNkmY+/hFPm3VwmcvUb3OOV1a+IQuT4qPwYjebVWPn/f4hZrxCuSBM+S+gxc9Owxf3TUQw3q1waQb+qumI7Jl/BW6x3x113keM6eFzwzD48N76MpVkQDxd0EDIeQWAKMppQ8K/+8GMIRS+qTaOYMGDaLp6dbH0NajzuHC5NRdCs3tHUO6MoNBUOpeJJZ3vAo92jbVnFqQsv3ISc/U1xMjemBJVhFaJsXh4p5tcFanZNw3bTPGX9NXYbs0e/Nh5BRX4pvVBzyj2RdH98bjw3vit/TDCru/v566GHO2HMHpbZsipXUTDD29NWLsNqzYe8wz/S3l3xem4PVr++LKD1d7pvoA94Kv87u3wsq9x/DGn7sw8fp+Hif/ALDzaBmu+XStIj0xD/07JaOixj211q55go9fZhavzNuBnze5Nb13DOmKmZsO4aaBnZAYa8eYszriwp5tMG/rEQzr1VY1GIGUl+ftwEwhPSmZr12BFjI7s/X7S3DHt5swoEsLvHVjf/Tt2Bw/bczDZWe292moCspOIbuoEnYbwX0/bMbw3m1xdudkjOjTDrPSDuOGczvpRmMrr6nH2bKw2iJSc4o6hwtnvLoQk27ojyMnqtGzXVO88Pt2jDyzvY/j9sMnqplTUYDbzEGu3ZXy11MX43+L9mDyDf3RrXUS0nNP4JavNjCPHXNWR3x+p1eD8fCMdHRu2QSvXdsX3605gIoaB3KPV6F3h2ZYubcYn98xEE3i7Hjz791Yn1OCNk3jcaT0FM5LaYl4uw21Dhc+HnsOYuw2/JJ2COd2beHTga/PKUG75gmKQUFlrQMvzdmOTQeO41SdExf3aoOLerZB5qGTOK1FIjIPn8S39wxCosEgMoCv/bzbTVzYXax7kNq7y23fIw2xv4jkPEYCLhf11HPWOxV904v7RShlT2X7Wy7UznO5qGdxk7ibv9PoRbog2u2GMPB6qlaGax1Owa0pFdwmuhcOG5WTQgkhJINSaigKSiDC8K0ARsmE4cGU0qdkxz0M4GEA6Nq163l5ecZNCTgcDofD4XA4HLOYEYYDUY8cASCd2+gMIF9+EKX0G0rpIErpoLZt1dX9HA6Hw+FwOBxOqAlEGN4MoBchpDshJA7AWAALrMkWh8PhcDgcDocTfPw2kwAAQsjVAD6C27XaVErpmzrHFwPgdhKNlzYArAsUz2mo8HLC0YOXEY4ReDlp3HSjlBoySQhIGOZwzEAISTdqv8NpvPBywtGDlxGOEXg54RglcpZUczgcDofD4XA4IYYLwxwOh8PhcDicRgsXhjmh5JtwZ4ATFfBywtGDlxGOEXg54RiC2wxzOBwOh8PhcBotXDPM4XA4HA6Hw2m0cGG4EUMI6UIIWUEI2U0IySKEPCNsb0UIWUoIyRa+WwrbCSHkE0JIDiFkOyFkoLB9BCEkU/KpIYTcoHLNe4V0swkh90q2rySE7JWk0U7l/PMIITuEPHxCJPEmCSFPCWlkEULesfJZNWaitJy8SQg5TAiplG1/VCg/mYSQtYSQvlY9p8ZMtJURQkgTQkgqIWSPkN8pkn3xhJBfhbxtIoSkWPu0Gi8NrJx8KDl3HyHkpNXPixNCKKX800g/ADoCGCj8bgZgH4C+AN4BME7YPg7A/4TfVwNYCIAAuADAJkaarQCcANBEZd8B4bul8LulsG8lgEEG8pwGYKiQh4UArhK2jwCwDEC88L9duJ9vQ/lEaTm5QMh3pWx7c8nv6wAsCvfzbQifaCsjAJoAGCH8jgOwRtKWPA7gK+H3WAC/hvv5NpRPQyonsuOegjvWQtifMf/49+Ga4UYMpbSAUrpF+F0BYDeATgCuBzBdOGw6AHHEfT2AGdTNRgAtCCEdZcneAmAhpbSacclRAJZSSk9QSksBLAUw2mh+hWs1p5RuoO4WaIYkb48BmEIprRXu55jRdDnaRFs5EfK5kVJawNheLvmbBIAvmrCAaCsjlNJqSukK4XcdgC0AOkvyJub5dwCXE+KdgeL4TwMrJ1L+BeAXo+lyIg8uDHMAAMJU4LkANgFoLwoSwrc4fdQJwGHJaUeEbVLGQr1R0Dv/B2HKabxK59NJOId1/hkAhgnTmqsIIeer5IETAFFSTvTu4QlCyH64tVFPmz2fo020lRFCSAsA1wJYLk+bUuoAUAagtVYaHPM0gHIibu8GoDuAf7TO50Q2XBjmgBDSFMAcAM/KNGeKQxnbPJo1YcR+FoDFfpx/J6X0LADDhM/dJs+PgXsa7AIALwCYzbU51hJF5UQTSunnlNIeAF4C8KrZ8znqRFsZIYTEwC1IfUIpPWAkb5zAaSDlRGQsgN8ppU618zmRDxeGGzmEkFi4G6WfKaVzhc1F4lSU8C2aHBwB0EVyemcA+ZL/twGYRymtF84dIllgcJ3W+ZTSo8J3BYCZAAYTQuyS8ycK53dmnS/smytMp6UBcMEdl55jAVFWTowyC97pWE6ARGkZ+QZANqX0I8k2T9qCEJQMt00qxwIaUDkR0dJMc6KFUBgm809kfuAeNc8A8JFs+7vwXczwjvB7DHwXM6TJztsIYbGByvVaATgItwa3pfC7Fdxa3TbCMbFw2+k9qpLGZuHa4gK6q4XtjwKYKPw+A+6pMRLuZ9wQPtFYTiRpyRfQ9ZL8vhZAerifb0P4RGMZATAZbqHMJtv+BHwX0M0O9/NtKJ+GVE6Efb0B5PK+Jvo/Yc8A/4Tx5QMXwz1ltB1ApvC5Gm77uOUAsoXvVsLxBMDnAPYD2AHJSlwAKQCOshoM2TXvB5AjfO4TtiUByBDykQXgYwB2lfMHAdgp5OEzsRGCe6XvT8K+LQAuC/fzbSifKC0n78CtFXIJ3xOE7R8L52YCWAGgX7ifb0P4RFsZgVtDSOFewCXm90FhXwKA34R00wCcHu7n21A+DamcCPsnwL1wO+zPln8C+4Q0Al2bNm1oSkpKyK7H4XA4HA6Hw2l8ZGRklFBK2xo5NibYmZGSkpKC9PT0UF6Sw+FwOBwOh9PIIITkGT2WL6DjcCzG5aLIOVapfyCHw+FwOJyww4VhDsdiPv0nByM/WIU9hVoegzgcDofD4UQCXBjmcCwm41ApAKCgrCbMOeFwOBxOOPlh3UHsL+YzhZEOF4Y5HIsRF6XyiB8cDocTnewtrAg4DaeL4o0/d+GGz9dZkCNOMOHCMIfD4XA4nKil3umCy2WdZ6zFWYUY9dFqzM88akl6VbUOS9LhBA8uDHM4QYJHg+ZwOJzg0+uVhXjkpwzL0ssucmuF9xUFrh0GeCzvaIALwxxOkNhXWIFnZ22Fw+kKd1Y4HA6nQbN0V5HlaQYahkFUh1AKpIxLRc4xa4RrjvVwYZjDsRixAX3z7934IzMfB0qqwpshDofD4RhGnNWzWqO7NrvE4hQ5VsGF4SjjWEUN/rdoj6X2URxroXxSjMPhcBo98p6Am85FLlwYjjLGzdmBL1fux4YDx8OdFY4K8qk13vxxOBwOhxO5cGE4DMzPPIqzJyxGvR+2pJtzTwAI3JaJYz1TFu7Bb+mH+bvhcBop5TX1qHPwNQIcTrTBheEw8PqCLJTXOFBRY97diniOi0tcEcdXq/bjhd+3K7bX8QV0DZpZaYfw44ZcAEBNvbNBL5gsr6lHujAgb2zU1DvR4+W/8df2fNVjzp6wBHd8uzGEueJwOFbAheEwIMqxtgDmz1mmR6VVdXj+10zu0zDMyG2GJ/65K0w54YSCcXN3YPz8LABAn/GLcNf3m8Kco+Bx93ebcMtXG1Bd1/jamIKyGjhdFO8t3qt5XHpeaYhyxAkWYv/KdU7m+WDpPvxv0Z5wZ8M0XBgOAy5PhDL/pWHWuR8vz8bcrUcxa/Nhv9PlBI68Ad10sHFq0horGw803Pe97UgZAMDRiBfwNt47j0yOlFZbnqbYvwa6GJoGQZouKq+xPE0r+WR5Nr5cuT/c2TANF4bDgVA/iImnvzn3BFLGpXr+szTDopBt5yu2QsKQt5bhqo/XhDsbDZrCsshu+E/VOcOdBU6I4M1qZPL87G3hzkLI2Jx7AkPeWm5ZZDyOFy4MhwFRaLWZcLMyfX2uz3/WmU5BW2O389caCorKa7G7oBwuF8XOo2We7VxzZA3r95fggreXa9pohpszX1sU7ixwOI2bRtTg7i4oBwCk53JTHKvhUlMYEGcYzWganAamJT3CMPdlGFKmrjuIaz5dG+5sNDh25bsb/i15J8OcE46cxmxL2ZjvPRKxNUIphvuyt55GWIzCz6l699SqGc3wwp2FvhsYp4oufbhiOLRItcIAIkpTceh4Nfq9tggHeRQ8jp+cqKpDJV+UyzRN44QfM/2oaSxuywO1IeZFMHhwsSmMFJowhD+rU7LPf9YCurlb3XZEhWW1gWWMExCRNGpfsO0oquqc+C09ehdVciEkvAyctBQj3lvps+3leTtwvLJxtjORVL8bIkuyCjFt3UHDxwdDGPZ4kwgwnX1FlbJ0o7Mx21NY3uBdKnJhOIwcMyEMt24ap3tMr3ZNAQAdWyT4nSdOw0JsfHn3zQmE4gq34BsnTDulbi/AW39Hn/skKwjECxBHn4d/zMAEE+4opYMTI+aERrDqDf/nN9/FfVZ5lwi1qc7oj9bglq82hPaiIYYLw2HEHoCjYdYAs99pzQEAsWFyJ3HLl+vx+YqcsFw7nPyR6bvAKxJtCnn3zbEESUFqbBrSSKzXHF8B+GR1XRhzoqSg7JTP/4CLEFduBI1GKwxvPVSK0qrwVhwzUyZGGmJxusgVpgBY6XmleFfHIb0e3FVVcOCNZ2ipdTSCctzICpV4u1E6091gCVd/Fw540QseAQnDhJBcQsgOQkgmISTdqkyFghu/WI/bvwmv2t+MYlje7zBPFTZGa6jmjQeO48zXFmFdTkm4sxIQ0fn0OVYybV2uz/89heVYnFXIPpgTVXCBJLJwSvo7q9teqxe8WdU1R2kXH9FYoRkeQSk9h1I6yIK0QorcuD3UmDH8l1dKllbZGzUnOkkTIrVt2H88zDkJjGBEHeKElnU5JQEtGCmQBQsZ/dEaPPL/7J13mBTF1od/vbssOQdRCQsKogioIOo1YFbAjBlzuvqp13vVe0UFxUAwYAJBQFBRgoEkLGHJaUkb2MiyOSc25zTT3x8zPdPTU91d3dOTdup9nn12pqe7urq6wqlTp875NdrVbAU0d35zEK+uifHa/Vm79k2MshMWY1Q4Zuk47aqiyl2rEpX1Lbjxi31ILal1zw38gIA1k/AFXKnYUlskh/T8tM9uLxoXPy1+WRILqhHpBW39p+GnPX5Pgek/Hndpw8iu5BIDc8MAgJTiWoTHF3nt/nYzifbSU7UPxAKmUfMVozZJ+soE6nBamWKI5L0ppcgub/DLMMpG4aowzAOI4DgumuO4l4zIUCDhikuYA2fOEtKz/Pf3jS1+n3//zr4Tdy08jMd/PO61+zPRQx9NrSZsT/Ce8NheYfXRt3CHZliJmqZWxObSRYAzWjNshy6dmNxKlNY04YkVx/HZDnXvL4Fct10Vhq/lef4KAJMBvMpx3A3SEziOe4njuCiO46LOnnUW4AIZLbKwtA3tOu2sefojKh+APcKdv2HU0pS7yatoYBv9GIr4gkbo0/BkvLI6BifbuX9QRmDjaWH42Z9O4v7FkWgzqe/cM1q41KqxfmBxJO745qDqebagOgEsDbskDPM8X2j9XwpgI4CJhHOW8Tw/gef5Cf3793fldgFJfmUDSgj+iJvb5BuiD4zDutCy/Hj3wsMY91GEG3Mjz/Wf78Pzv5z0yr0Z/oGrTTCrrB6/HctxKY38Sosp1YaYfMOE8xaFfqe9YytCgwWGtSdycetXB4xNNIDwtDAcl2cJD6/nrmV1nvdgVdnQqnrOh38nATBWdgibEY5qinv7CrqFYY7junIc1134DOB2AIlGZSwQoJnlXffZPlw1d4/TcaUOwNe8SfA8j4V70myO+40goaAa1Y3ea2iRfrbJz8eqhNeobmjFmNk73a4tdbW87198BDM3JbokxAqXrj2R5+T83xNUN7bi+Z9PGtruvYulQI1Wnr27IQHppd7dzO3PmNzYubmaslS/QxNo66MtSQibEa54jrse2egVraIa571NvoormuFzABzmOC4OwAkA4TzP7zAmWwwpUjtaJWHY1+SemNwqLNiVahuQF0ScwV0LD8me72v5dzevrYnBCwZrmmNzK3H/4iMBrckjEZNXidqmNiza697gMC7E0wEA1Fgnenq1XmkltcQVJU/yZ1Qe9qSU4ocD7WNTDptQ+ibiNmLUfhNvmuz9JHHLKEbI17qTeW6ZZJoCuI7rFoZ5ns/keX6c9W80z/NzjMyYv8LzPM4Ue949Sb1g82PJBPGcMR/uxCNLPe9bWbCtarLa2S7cm47EghrZ87V0QDnl9ThlXbbyV7bGF2H36VJD05y1ORGxuVU2VzlsA7wj7u7zXfU4IESnbNMpDN/29UGkiPqhDTEFCJsRTmXnSAttznxtpUov7eMp2h+eNpMQ0FOtjcwqzYY4rbSXtqoH5lrNQBZEnMHEuXtwxzcHqXZxu7KBzvE33mG3v1yDq21uw/Es45aHX1oVRaX1seVH5Xn1yA+TvtiP+74/ov3CACOA+zgHPDUnCHKxZ7VFkzT4xcUXVBuW1sbYAtyr0PaEZ2gvdU94DuZazbcwq0iYJjOP4mptqySf77BEUm1zObydwX6GRZ/d0a7UylIOnuexIOIMMs76r7kPE4YNZOHedNvSRQLFoGOUMPz7yTybUb/lXM+MPhHJJZi/XX12yrvJ1o4hj1F+Mn0Bf5Q9XHGbCNg1w0ZrvR5YHKnp/OgcZRdScQqrMr7+3lYezsKwd5VtM8UIgownH+ulVVH4cDPbiqOEWhP5bEcKrp63R5NZQYt1BaXVxZUUaRuQG5qjcyqxI7FYcq7zyeL0WnTkTU020LsSdbauGQv3puNJL7rgdBUmDLcDCiWz3lIf3bBCOzj6u59hXxICxH3fQz9E4sdDmd7LjE5yyhsUf08qrMaI97dp1v4Yjdg+29UqEMwpC8Nldc14csVxVNS7d3f6tCXahGd/4uOtyeB5euWBuzcCkvIRkVyCX4665lWkvaMmwO1LsZig6WkrRuuV5Ma2aUsi8fJvjhEq1e5d1WD88+jVDAu0+LHRMROG/QQlAVE68MbmumZDm15ah5omAz01WLN+LFPZRMOmzSQ8alF1I7bEFRqXp3aObQOIqDBPZld6NaqbXiJUorn9ejQHrSYe+84Ya3etlcZWu+9pVzXDatL0T0eycCitDGuOM0HJVWgEnvrmNjy18gQAIM1Nnh/aizmJp3EwPSCUIakvpEXRPNHNSht32O+S0tyZZNdI6/bM0Q7qLhOGPUhLm1nVZYoRHM10ze3XrV8dwGPLjhmUG8d2omRTxMnLwnhk6TG8vjbW5WUrRvtFSz/ublMil1cHKLPnCwKULwQYcQWa3B9IdQwYVWukskBDPhjOqGl8BSWLN6qptBvQ1Eep/K5HWJZeYTLz+Oevdo20q1ZZZXW+uSpNAxOGPcjHW5Mcvmux61TTqmohk8LIPalQ3tuDVsRt1sHrhQaKrW6ivLVzmGEctU2tOJxWZlh6PmOWIqqaLmuGVRD3He9uiMe9iw4blnZ8fhVqm1qRU17vcFyu7em1M/Q2dvdZ6vkXa88A9/RD/j6p8AVIJeguN2n6vEnQX0Q6V9zu9eztkyYprXOBXAeZMOxBfjuWa2h6EUnFuuyg7l1E533BKBtM8XKSUuQ8AZIYEWLdUKRVM3zNvD1Ysr99+DnVglCGO5OUTQy8wetrY/HEiuOG22CSli2b20xoEpkvuNMTgHjwkhOGL3hvm2wo77SSWoTNCEdkOv1EgYclqEZcPr2XiKvm7kZdcxv+MW8PXl0T4/Bbc5sJ9yw6gpdWRWPSF/ud8k7Mg4fHz2UHjWnPNm8XFOe6ouGjJXDFEN+F1Ke40oVomUOp1TE9Zhq/n1SWQQJYFmbCsLtYvD8Doz9QjkHiqs3RS79G47mfT2punLWU2tmGFn1aXCWUNMNKDTFIZUORnI1zUXWTW/wxKuGLHYpSXeN5Ht/uTkN2Wb3sOUaSVmJZmWhuIwuFRnLRzB0YNcszsYDEJRwsE3XDZOZRWE2OyiT4yxa7SXRHXSqpaUZiQTUKq5sQHu/oAlJoX7F5yl4kxHjaN+ncbca0Z+ENPbXihKr/ZU+4UwtkH6+ewGib4Q0xBarXn5WYDWgz5VL+Xc/qxKzNSYq/B3IdZMKwG6mX0QAJGFHvTuVVocrH43+Ln/O/f8XbPl8zzznMNACialg4JFdmY2dHBPQSjxMaBu/imiZ8vTsVT/90wo0ZsuPN9+ROkUY8kIQEy99J7vGH9OliSD7KXbDb86Z9pbc4mlmOuHxtm47dUTyBVOZGcVBiy00qQ84Ff9dK8uZ7GxNUPTq48k6JwruoWzmZXYmmVhPe+SselRpWiMWrydI7MGGY4RWMqnc/R2Ybk5AEo5qFOB2xiFAkMcOgmbkrneGqGV9iQTVV7Hg1fMGGVZoFsa2Zsz9Ly//mVn/dnOgDBQ7H9qxsM0yuqCHBlu54xIBuqvci2UFWN7YibEY4xn+6W/16tXRVU7DjrwOo+BVNW3JUMXIos600jo2x+fhqV6ohab23McHhO9GswYX018fkK/6uFEmVRAeFSbIUmir2V3Q+fo/Kw5cRZ6jTXXk4S/Y3PzX/NwQmDLdTfGWj2cM/HMU3u+0dn5IPZFuEJwXVsDsH3rsWHsbEuXtQ3SivaacZBH1xnBSX24FURxdkrrge0oO7lpyNXILUd397onJmEjQEB3Gqb4KUunTDm+L1au/ASNtGX2wQcO5nThfZBZuWNjMKq+zmLM4aNGPy8OvRbPs9fLOYDOc/v8fhuz1phqQlLbMj6c6elNy1gQ4AVhzW5re9e6cQ1XM0BeOS/KdBcJ/G87zDfgoAOJFVgW0U0XOd8A19hEswYZiS6sZWJBUaF8oUcK/wkW6AL0wjOo8T2RWa/R4rdQZqYamN4OmVrpkLnFKIyqWXVpMZRzP0u8xbdtDeaTdIzHf8fWlcy+DhTsH/RLbd40uwLoHfnqc6q239YZXNdOLn2K3ij5kGPdmWK0lfHx+dooOJnuR/f8XhH/P32oQFp134BtWfVaKAGv4ebMgbSJU+b/8Z57Ty5c42v++M3UyjzWTGy79GK8oJmjbQEY45r/hZz9XxaD8eysKY2RFOx42aqPgbTBim5NFlxzD1O+PcFwHuFT7amz9ee6N3/4ChJMx6S2D8cucZPLb8GGJz6Tc2ySF0yGYzj1N5VbqWxo3m/Y0JOJFlnPtAb/Damlj7F50TOilKfrmlxGiYdKorhl1zAeUPKIXK3XPasnoihLyVPqE7HtlHFvP8ClLdy6twjFjpqdD0qSV12JFUjLf+iJM9R0tboRnr7HVYe+XZEk8OYqXLVWI7qLtMGKZEvISmhaLqRszalKi6W9lojPH96Z0artR1BeqAkVpisWespAzBqSTsbIkrRFOrCSuPZOG+748gMsOifXR3uFkBUie/+nguHl561CP393VSRLarWoQuLd451MQDT5uc8DyPxAJjV94AIDqngjrErFIgM2mddccEwBvmJJX1LQibEe716I16MdJVmZiXbhgOAPjHBX015sj1PNgUP6TfJB27nlU9NW2yHhNLpSteWxODHw9pMyfxBgEvDNN0QK7Y376zPgG/HstBJGGJ2519nxHCt5b8pZfaB3C9gTXWWX0g1jbZr69rbkNpbZOtE9iVXEy8FlDZXKfhHfrCBjgpQvZptRxqZ72+Nhaniyzv7Mudxmxm8TY0b9hTJiHat89pPJewQ57GhzctRmuw1Jjw6W7ctfAwjlD6WKa557HMckxbchRLDpD9EkvbklKK7rIZ5mU+S4nOcX1FiESyVcmz/KDvCysktGhPtbwyYQPshRSbWbVAI1wreb+QThjdMVZl6XCxqfQatsYX4dPw0y7kyDMEvDBME2lt5qZE3ekLrl/c4bNXiRYPa6JP5dkbaYvOQTmvwrJh5ddjOTb7xzu+PoiJc+wu2GZtTtJlKrDMoJmpO2WomqZWWRc5wn2N6vxGntPNthReo7BhUMx2PRsrKHBVmBKK5KuIM6rtzBcnOgJ6tDti6nROQkl50CSwG9Aoyq31PleyxO3KPYWgQXJeIpzNJOyJOpWv5H5GrfSJ93YoPdO0JZGG3M+f+PmIvNcDAbL2VPJdOFfLBM+astEb0ZVcLhIy4cD3+9IN8RxVUmP8CmB7sHcPeGGYpnKtU4naQkPfbh2djrmzAn2+g97VihG8/aejndTZ2maEzQjXnZ4wASmocg5QUNOkfdCP0aBZ4XltmmSjGDs7Apd/sgu7kkvQ0NKGpSKNltCRG+WJIYjjbJ1tEKXng7nbjZ3dG+1VorKhFd/utmz+qGlqRbKBIcW9RXh8oeIgLv4l86wWbxL2z/mVzgKoJjMJld9pBVwAoHXCQZM9oV7LabmdosoRPgseJaRC0QcqwQt04UV5whfNvmdvSVY9h9Q2nMxtNEQatCds+bf6eC7iNfqgLqgkB9UBtJpJOJ4sDQmuNV0BwV2cnPzRjyCrqCF3f0/ZaxtBQArD4gakVMEElH2G0kHq5N3ZASltAqN9HHH2fjyUqSlCGa32Vm6gL65pwgKR70SaPCuVp1bZNtxNWlAaPticiEs+2Il521Ow9oTjRMzIrkUoEloBRNDcq6bL89gYm+/ktod0nuU/3f1paGw1YUdiMcbOjsCU7w7Zjr++NtbhPLebSRi2ga4ex92wsTAq294+r/tsn0tpyQmbQtAh8Y57NWgHTxotn1CvZYVhZ3cSTtz5jaUOmSRpHEilfyZa4guM90Kjhv+IKmRIE+orhvZ2PEdHuuK3/cIvUZqurW1uk+37XOl3SHKInOBMg5F9oFxS/qQxDkhhWAyNBtAFl6EiSPPs+gAAIABJREFUnBPx9WoiDCK1Ta34NPw0Hlt+jPpaJV+9YpSWoRbuTSce19W5aWz58p2Z+9+a2PVZimTjJu3dabSuwrMYMdkTsz/1LP7zexy+2Gnc6sQF723DH1F5queZzDzmEzTYW+Icd04fzSzHsoNkW1IjCA0Jlv1Nyek9iUaVSJZ6mG9giHJDmwRlVbzw/e2q5liCezu5PsZZMyz/IJ7w217pxUii/iS0iCFVl15dQonnaqmnf5+y9xfSy+QmbOJuVDBTvPXiAY55oM+CU35JATvc40NZj2Atf03nDsF48uqhrmTIIwS8MEzjdcGI5VxSEt5yRk/7NEL2hCKq02CeUEt5Lu0YI86zntehtCGozWRGVLaj9s1dgSFoEAs/p4trcc28PdReJARocm/TDBsz27Mh2CCXqETz4zQsX5rMPP4nCuXtmI79s5nnFd+d+Je524wTCKXcNeZc2d9+pxDq1XC1ehqqFTIwsayyeur0SOYdYoR6vTNJxv+ygms1KZ4Qhk3m9uUO01fQ6n4sPr8KxaK+y5XqPai3Y4h1Vzb8kQL5+IoZgtxjbYotREgwp81W2ksEvDBMs2ta74YwMb5fFZwRikbYLNKkwXUT7W508Xl3jh4oe574Hch1AEraDaWxbMGuVDz4A51bL09MX1pFg+KJrAoUVTfZwn76ajQvMVqEXK2oaUl9JfJil47ymmE5dOXcB+qDXA7EAjttvV2yPwO/HXd9jwagvuKhaDPsAVdqUsrrtE14GXRKC62BKZw3ohr37rVphh3PVhJ89eRQvjyMk1Z+OJCBhhaT4auP7iDghWE1zbCwI1lArzBCqgzeGsZo5QVhAFhjHZxaTfQ51iMMd+ogXx3rRUKQEZrhivoWlNbI7zb3ZtM1YtytkPFKQbpPaLCx3YA7y44UhEI8SPwRla94fTeKcKj+gK9ohAC6+vrDAXpvLgmUG5bUbrsptkDxd6kgpfQcch4pjOSnI9luv4cTbq5GZjOP7QlFbpvE04wFwgSZfhXSMdGmVv3KMKfnptpAR1YmEJ/VR7oBtVUVV8LTe4qAFIYdnKurVM7scu0+90iQfO/6gFLHCVKnVafDLRxt0A/xae5U6kkf64pPdmHiXIvLNk800wiKjZo00NaZTJXNjhzsne3F5/ZwKU9OaSt5jRdh30BH/+JpBj+lUzoq2PL6LIQHami1tMlDlH553Ym8twZ7xj/TYKNslBZJ6yZY8XNIBeVSioA0rgp8JM85nsJdY9HyQ5l4ZXUMfjHAJZhe4vIt3iU2xipPlOVwZbVJeiWVbbaMHbBRm3LdgdpzMc1wO8BpKU1npXtNspvdmpq+xFykZ+cOVOcJz2pS0Qj/IHFqz3H0rsnEHQ1tpyPXrJTezWEFoYHUTuXart73vyXeGO8U9Qb6qyYJo0ZocOyaDePrt5pGNKxvF0NnN3q9Bhg5OJEeJ8PqnzZWQwhmd2H0W6a113fn8KqnHWhZOfMV3L3CMG+7ZRI0e0syonOM94qiRVm69oQ+W32pJxFXUEuqrrlNduwkmYi55E1C8xUKaakkttSNm5WNggnDKjgtpelMh7Rs7a3ZXMcQ+dcuzpOgKVHT8s7f7qz1oZ1Miwcd6hm44f23/C5dozBqc8xra2KpnNHTwEv+A8ba3KrVb3fYFl96fk/F37UOGu9tSHAlO5rQFHTDhzQtcoKj3smQkb6GteBqeo0qrgQDnWlLHPdlfGmgtxkxroaWljYtV3zOa7WSuPTDnbbxVtp+zu3Z2el8Tm63nYdRu723Ndc0MGFYBXeOOfVucJlEQ6iSMCz6LAjDegSk2iY6N0HipGk36HHg0LuLunabVrtDesefbTe2oy6tacY3u1OpbHnVmL0l2RgbPGsS4uVhtVedRxFAQSjPyIxyRHpgGV/8/o5llmuaK32wWTm6pFpEu1EDu2u4m3Fo7Za2vn4d1Xk01eqqYX0cvhsZBhrQtqT6zE8nEDYj3GmT8486Ik6azbxLkeWaRcKwODy9PyB+7XF5VfglMlvVTzgN9152nu3zeIn/30X7yK4ztUCqKxtiCnS9fzloNcPirAgfpYL5KS0rOZLbkuxupcGujKCsTnuEOn/Y2K1GQArDcp33isNZyC13HOydzSSMe+lzRfG6qxpacMINzvVJ5CtEyBGzzWpzR2v/K2b5ITrtpVjQ3k/pnJ/jLL4L1aB9VaSht1jGLZhebVdUTiW+2Z2GKz7ZheOZ5brSEDPs3W0oqnbNxlB4Fke7bcfnk7pHk3NvBljahvjZqhtb8fiPxxV9Tp8prsWI97dT51lNTirTuCN/1dEcxd+VPMlUN7YiRWZjVaGB9p/vbUhAs2SiqHWSrqYx14JUADkrY0+rt6uk1gzz9j5Duifj03Dt0RI//DsJF2qoi1LEmuF9Ka4F5eB5XtU1obu49/sj+PDvJIyatcPltDqINufmlNNHIqRFrh3IvX89kx1pPW6RpEGaNAiXSMdaLW4VayV1+tZLzpHPI3WqomsUGqi0vxEQa8mbWk02pZf/i8IBKgzvPu3odzJsRjjCZoTjk63JuOGLfQ6/SRubdPDLKa9H2Ixw3P71Ac35OFNiT+vl36Lx8NKjLgs4UjLO1hEH5rf/jENqifNALm4g5/WyLMuIl/iNngHqTY90VYOKpv1PmY7I0yvOjyyjD16ixDXz9iKGMtKflO/2piPC6n9VyVRFKsgezSzH+xvJpgM7EovxyLJjTlHznv3phMN38R1+O+YsjC7am4YvdpI3XJl5HoVVjVi833WtkoCSBqy+xeTkg1pASfuUrTLwf7QlCY8spXPnV1jdhK1xdpvzpMJqJORXE8+9TWHANIrgIA5RM2/F7dZ7kVaOGlranIKu0AoiHMfhiR+PI2xGuKIXBwdbd6qUHaH1eEO7MiYOwztn22nZvs1k5pGQX41Fe9Nk09oSX4SrrBt8BYwIER8eX4STMvVZCzzPY8zsnYrPADjmmaRx3J0s4wPailydyS1vwKUf7kRRtbYJwy1fHZAV9P61NhZXzd2tKT0AGDVrB6pU/MA/f90w2d++l9GQv7o6BnPCk21l2EVBAVRa61wO5To0vGrcvyQS4db9L/d9fwRjZkcAUJ/4vnXbSMPzYjQBKQyf27OThrMdJaW7Fh52+C5szEotcXb5JMeHd1/i8L2mqdUWPjkujzzI0TLrLse0b1lwAP+Yv9fpvL+i83H71wcV0+oSaml8Ys1wUmGN3Ok21BpGL5GJw0RRhz9RsvwqBwfyQPbdHseOWXrGf/+KJ3aucptIjFgmdDcPLI60ff5iZwrCZoQjmeIdAfb3eijNbsogLdcOBLdrq2X8wNZYtQTi9AAgRmFp8FeCMPxlRCq+30fecLHiUBb+MX8vPt9xRjY8eMZZeU8apLqpFiDmwR+O4lCas6YvTaHND+vXRfY3wOJGS2+Y5anfHUahjBAw5/5LdaWpBZOZR79uHfHqTRcCILeTOQTN3JL95HeaXupYjj9HZtv61dl/J8nmQ/wqdXluopQt10fTeSF4/MfjDt/lVrpuWbAfdy86jC8jUmXTyih1rlvD39sm62d73vbTCJsRrpg/nufx6poYPPTDUZv5j5oiQE6gz6toRG1Tm+IzAM4mBpUSM7EXVimHOr7w/e1E4TU2r5LgD5jMuEH2VZGc8ga8uCqaeN7fcYUoqWnWtSXlso93OXyXpvHypAtkr5WL1JlSXIvlh7Kw0+qJSGnydiTdebVRSQutVwkVl1eFV9fE2PInStHhvAcuPx/dO9rdWJYbYB7objwuDDc3N+P555/H0KFD0b17d1x++eXYvt2+NLVnzx6MGjUKXbp0wU033YScnByHa5977jn06NEDAwcOxFdffWX7bfXq1ejWrZvtr0uXLuA4DtHRzhVfcK9kbm1CecRi5H33OHK/fhjFq99xOpfUyYbNCMfRDEvlG9xbedAT8+D4QfjpmSvx0ITBtmNmM4+xsyNsvgxzK+QH8s2vXosl06/A+leukT3ntotd0wyJq7QgLE0a2d92jMbfplrF53ng7nF2WzJhMO3fvSNVHjmOA88DN17UH18/Mg6TL7UE6xjSRz3aTzrJT61M70da3pcmmTVvCrLnT0X2/KlO52569VpcYrDbMiUEATI8oVDlTHlo9/mRzAd6diaHQZUiLu4JEjtCNdJEQoKwXO+qYp9GQ/jkihNOx8L6dVVIU3s+lAYo2uSCCZX5iiG96PNAcaejVlOYjla/4CSzsxEDujkdW7CLLDgp9XlKZSwuLj37GmivOCvSsF02mL4sa2T2TdDc90JC+QHA7yfJE9GlVj/OSt5PxN4unPo2UaauGd7X9lnO7GidTD6kSN8LqUxaJQqKiWGOSpGLZjqba/TpStfXkDio4iFmT4ryBjwlLa+Uay/si/FDe7vky73CqnXWWsPP7+W84U5AbZOho/tZ9TuLT8mePxVfPXIZ+nSzvyMj9sq4G48Lw21tbRg8eDAOHDiA6upqfPLJJ3j44YeRnZ2NsrIyPPDAA/jkk09QUVGBCRMm4JFHHrFdO3v2bKSlpSEnJwf79u3D559/jh07LA1l+vTpqKurs/0tXrwYw4cPxxVXXCGbl6HJq3HDkE64/D8rMf373eh9y4tO8b/ldm2vOpoNgL6CPjZxML58aBxuGjUA3UQzJulA3KcrWSC8engfjBvcC5PHnIvze8kL4D0pNpa9N2UUVZ6FjqyTaHlm1Ln2DUPn9OiIR68cjOsu7Odw3a1fKZuM8DyPz6eNdboPeItrrEWPX46MuVMcOmUpZt5ixnH/5YPwpnUJhkaYJg2aetxTXXp+DyR+dIds/bhscC9cNriXTbtuJFnzpjgdq2lqtW2MHN6PPJDKMai3vdOcv8NRoyd0hLeMGuBwnGTP2JUy6pr4DXTtqC0IRkKB88qJFs8KJJMhUp1QGkgElOobrXBmaCjjeVOIZdHZDXUQADpZlQprCCsFfbvRTWwBsqtHYZOeeKPsOT0c09Sy8dMVxALwfaINYVK6WwO6bHr1WgBA11By3b56mHy/JhAio+ru3oncv488x9LmcxX84osnOm1WwZh0lzDRqobUPlZAsEFX2owNOCsPQghCodSsiiZ6o6ZmI2kT14/oJ3OiBTWNcxBnWTUN/9d1ePyqIfbbEEqT5y1l3ClUvpykE58vHhzr8F2oC+K+IuI/NyB+9u2K+VSa5PfT0D6lfRlpIkK60+y7R9s+v3j9cOr7eQuPC8Ndu3bF7NmzERYWhqCgINx1110YNmwYoqOjsWHDBowePRoPPfQQOnXqhNmzZyMuLg4pKRb7wVWrVmHWrFno3bs3Lr74Yrz44ov4+eefiff55Zdf8NRTT8kOlK3l+Yg5tAtrV/2EqDnT8OsL1+CZe25Gry50M049m8pISJORc8FF6w+SxofwA1cMwis3XuAk+AOOnYzQYYrtvsTZE869//LzqfImvq5zaDBmTr0YgONSWkhwEO4aex6Cgzh8eM8lxOstr5S3ae2FDlbaaMXfvnxoHPGcyPQy+c1yCq94yphzHSY1crhjjJbW6fD4IoydHWGrIW2SOqSmlRBv8pD64hTyf89l5yF7/lRbOZLQI9eRxnw5QUCKdAm2e6cQ9FCJMPf8L87LsnKC67QrBiF7/lT07tIB00WDnoAwOP33jotkf1ODtsxo0uM4jlgnn7x6KN1NNCJohkk+vMW5XTzdopC4WTKhsp1LeDRhlUf6jh8RraqR3EACypseSTxOereiz0rBOMSMPKc7rr2wr63+ynkh0LNHQfDKEELoswH75E0pqIxceSkhLcuK+haEzQi3CbBq9dKpTyacLzU34nmLaUPG3CnoGhqMZ/4R5nSNJlnY+v+Gkf0REsRh7CDyZlKhDNVej/AIo8/ribn3j8FLNwyXjZ7K85b3rdQHS3/r0zUU2fOnInLGzQ73ExddcJC6RCAVJbp3CsEPT4y3Xa+Egxxgtvdzk0b2x+A+zso4UjW4adQAnP74TqTPmYwxMmXuS3jdZrikpASpqakYPXo0kpKSMG6cfbDt2rUrLrjgAiQlJaGyshKFhYUOv48bNw5JSc42ZTk5OTh48CCeeuop4j158GguOoMB5w3Chx9+iH79+mHMmDFIO77LqfHK1RlBQJTrDB6QCIhyfYa0U5LbY+LgtsXFdWEOluVUNe0VKYylVNDiOPWGJUVIzjZoWIXuE9kVDvaDBTJeLzJK62Dm7RMEIR3pcpu4aAXBX/rMUjs/x3zKl49aV2Rz/+gBlzPCsp+wXN0icf5v5AZBISnawVQNkmukIFphWPIuOSjXRaltqlw6tvSsSXUIDlJ8XqnLKEuajt/lfHsb6dAfsGjq/u9Gu31ih2AOd156rqH3EKCN5nfRwO649PwemtrCn1Y7XfFEXBAsbN9F7VP8fkh2tWEzwmXvT6oxeoIB8TwPDpytDspteKNZyZBeKaSplhdabzdK6YiLSSoMC5vghH0BakUjrd+kVxBHCr/NWcoxNCSImFc9USt5nkcQx8mOsUKacnsiHNIUfQ7iOEXzMg6cwzuX5j1IRgoT+kbRwqkNkjmUFGnZc7DLM2Yz/URcaFvBQZZ3QlLYydW7zqHBxNUAX8SruWxtbcX06dPx9NNPY9SoUairq0PPno4ziJ49e6K2thZ1dXW279LfpKxatQrXX389hg2Tt+0x1ZYjOy0FPXv2RGFhIRYtWoS/v5uJ+hLHDT1yQo9auNtzezlu0qMWhg3UJsjBWTsaM+/cMMWVOrWkFk2tJpzKs3ssIHVMtMKLgK1xWRuJMPOUumi6Rcb+ecaGBFTUt+CIVSMlaEuk2nrxs4TKaI+VcEVOEUpEq6svPUifu1UygJ1HseQvh7QM7AML4VyNaXMg1x2ajh4gCMMcpygM3/f9EXI6hIcRt4vgIM62SkJCbGYiIG3Xco8kPk+p/LTUxQEi842lT453yoOwIuMqctowKcEch+CgIMgVodKjSQUXcTmKQySL60KlzM5+qWsv4R2T3o2cPbJa1RQrB+T6cpruUnpphyDl/ktr26OdzEqFHKlLS7V0pAoK6XdA2f7XUm9cmzA6CK5B8nmmvYv0vJAgzklJZD/Xfvbbt1vM+aT9tbS/E77a42kISinHPkltUiWdjHEcZ9sQLZdfUr6FOhfMcbKTiXbgZth7wrDZbMaTTz6J0NBQLFq0CADQrVs31NQ47oSvqalB9+7d0a1bN9t36W9SVq1ahaefftr2PTc312FzHQBwIaEICemAmTNnIjQ0FJMmTcKwMRNRk+644U6uvmVZhWHaOrA9kRyOV9q5mWSmrUbG9hZr0JyXseyf/4zOx6hZOxx8BpPMQ2iFFwHBBZpwnd6oZ8KERHgWJdMVOVMKJUhnKjX6gT3sEyCho7pOxT7NCNbHOO52lw443VVMB6SQtC7C8ygFPNKqBd+bUopdBNdKtCsNxImZQl2UswWU1eCJ8kMWmC3/xaZJ0TNvtYQjl2p/ZPJFW2SF1Y3U5fvUNWG2zzePsk8oY2behq2vX4cXrh+O1E8n455xzvavWl4hja9vwDJZDebky1npnkqThWd/OklM48Yv9xPTkm7eEi6RvpvqxlYHW1kHYVg+q07pyfU1cnVBupooRpjwqwmfSj87CviOv+VVkl0BStNT+w5Y3KFNWxKJlOIaJ48aJD/lSntDQoI428qhmA0xBbLXKNEhKIgokAPaTB/FgmiQoFgi9Io8D1ulqai31D+pC1A5ZZJU8SAu6/7dO6qbSTi9K15WcUTMt5CO2Z7P4CByO2bCsE54nsfzzz+PkpISrF+/Hh06WAaT0aNHIy7OHlGlvr4eGRkZGD16NHr37o1zzz3X4fe4uDiMHj3aIe0jR46gsLAQDz74IABLh8R37Yuc4nJUVNWgrq4OPA906B/mlC8O9s6moaUNkRllTq7UnB+GfFi6ya1Gxn2T4KdPQGj3tU2tun3ICvwhcq0i9oPIg6y9aGkzq3a2ZAFEX/7UbOtoEbQmUrdp4mRDZIT/qWPOxd63JuHQ/25ySpfY6K0vnOQzc+4DdrdW0TmWd0eyd3M30s5e60Sq1WHwIQt1Rph/zNxEjv4ml92fnrnS4Tuprmox2Zl7/xgAMpphSZrEpVoImkX7Pft264hgjkNsbpVDGcnlinZy9s3uNPwZRefiKyiIQ/qcyUibM9nheO+uoQ4bn9Tu/Nm0MYq/cxyHrtbNeTzPO/r9FX0ODQ6SLUM1nK8hl6TJzKO+uQ2XfxxB/N2SJ7p7jvvIMQ2HeqbQloTTbGYSGlf5ztY12zzrSAWrDrbJvOztrdcp/eas7RPqLq2/XhozjBNZFYjOqcSd3xxy+i0qx3lMk24ylrY9qeC2KbYAf8fRe8yxhX3ngQ4hQbKrPPTmMI7fBaWOVNna0mbG8awKWzCtlUcsSqXpPx5z8PHvpBm21nHhv9CWhNvufnMSOnUIVl2lcDKT4DiEWMfK//x+yiHOgZRMkXtKIZ1gDgiR0dRP+c75XfsbXhGGX3nlFZw+fRpbtmxB5872Jcb7778fiYmJWL9+PZqamvDxxx9j7NixGDXK4v3gqaeewqefforKykqkpKRg+fLleOaZZxzS/uWXXzBt2jSbxvhfa2Mx6Yv9GP/pboycuR1hM8Jx7/dH0Gnwpeh9zrmYN28e2tracOTIEWQlnETIkMsQNiMcl3ywE48vl7cnBYAtcYV49ueTxN8evXKww/ffnr+Kqmw+2ZqMh5cexZjZEQ4+ZMW+W+U69ZPv3wrAvvNfPAsX+0Hs1jHE1mFfNHMHTmZXYO620xg5czsu+WCnYv5qGlttQUqEZUpaM4mrhzu6zBE0NdfO36saFleJYOts96MtyYjJrcQjS49i5eEsB+fyQsfx+I/H8fGWZNvx12+5EMP7dyN2LNd/vg+NLSbb88blVWHWJouN+orDWU7njx/q7Cd55DndcdNF/Z2Of7wlGW//GYd527RHylLjVF6Vwz3FrydjrrMnCgFhufKNdbG2Y4KnDWnxHMkox9GMcgfH7qeL7J2r1MOI2Bet2sArJ7xL3WwJg6SgGa9ubNXkhF94XpOZR2pJrS24RnppHUxm3lYnpIJcemkdThfV2DYbcgBeu+lCfHTPaFu+DqeX4c0/4tDSZkabySwrQtRb/b3mVTTg1dUxivn9aEuSU4RMOUKCg4g+osUI/kuF+0v9Nl8+hOz27tlrw2yfHxw/CIAlIuLkb+0DotjWNCQ4CEEchxaT2aG+mMw8qhpaUKMQodDE83YBUUWDvDG2AJUN8mmZed5hoiho6PacVnYzFScT4ETwf8vzPEprm1DX3GYx1bFWnEOplj67uLoJq45mIzy+CGYzL1u/D6WV4ep5e1BS0+TshcHaiKOyK7D5VAHyKxtgMvP49Wg2luzPsNWLzacKEJlhHys2xOQTJ+5C5LCKesffssrqba7zAEtQKbHgSZIXH19+DFvjLee0mczYdEqb1vZYVgVKJZuYxasy2eX1WHU0G6eLLKvC//79lFMawwgu+C75YAdKa5tsafXv3hEhQRxaTWasOZ6LBRFnbGnuTSlRdP8VNiMce1OsQYrAO/SHIYT9KMczKxyUUWISC2pw+9cHsS2hCEXVjU6BvIQJh82+15qs4M5VTgguqWnCmuO5tvdN9KlvvVYuCm1fa5/4/C8nbQo0m5lEEGeZaJfW2eoPoB44xV/Qtn4qgeO4OwF8CyAYwI88z89XuyYnJwdLly5Fx44dMXDgQNvxpUuXYvr06Vi/fj1ee+01PPHEE7jqqquwbt062zkfffQRXnnlFQwdOhSdO3fGO++8gzvvvNP2e1NTE/744w+sX7/eduwCGX+NXHAIHn53Ibb9Ng/z58/H0KFD0XPyv9Gh72Di+SReXxsr+5tYQPz43tGalsvVwjKTNA5v3z7S5upJzU9iaEgQOok29Dz0AzkS1l8vX4MHfziKYf264t3Jo/DSr9F4RTJg1zS2UYcN/fetI/GoKPra5lP2TlYtLC4JwR5SvDlJmECIAxpcM7yvwwAkzNABoL7ZMqB1klnyvfgDu4/Le0U2pyTvAnKePM4n2JSK80DD2EE9ES8zKEvZLRnchWd/b8ooRc2poIHYnliMi2Zud/AfKxSfIJjMktHqCsTlOW6KGTVrB6aMGai68VAaOOCt20Ziwa5UvHbThU6b0O77/ohujSNgFzCmfmdf/bl6eB8cy3Rsf5ln65F5th5b48NxXs9OTgEvgjgObxM8SmyMLcDGWGXBYOKcPcicOwXXf75PNb/1LSanCJmuIBZYSfcXXKc9NnEwsssacDSzHOtf+YfDhsFBIj/rKcW1eOGXKIT17YIfRZPFkGCLLffxrAqM/3Q3rh7eBwN7dEJBVSNOZiuvfq05nos1x3Px5m0jUVbXLLsicfOCA07HPr53NKZfNRQXvLcNAPDCL1Eor2/BPy7o6+DnvEAldLY4WMiVYfZnv2jmDgzp0wW5FfYJSklNE2qbLYLChtgCbFB5/1KqGlqdIs8B9tUecZrXj+jnFODmWGYFjmUqK3EASxTMWy8e4NBXvLcxwclN3su/Wfr7fymMdZEZ5YjMKMePh7JswaPETLtikJMpl5jw+CKExxehX7dQlNe3OPq4BY/onErbStuixy8npnH/5efjK4kf64YWEybOsZflU9cMxYmsCkQkl2DdSYugunBvOubcfyne3+jcn31872h8sNm+Qf+5n8kBQoT+9e5F9n6EFEykX7eODhOT/5OZ/ArPL2i0P/w7CXO2nba1V6EHDZHsvBPqzXsyEUKrG1uRSHBNCQCH/ncTenXpgNSSOkxbEonS2manQCJVDa0osrYV8Yq2+FlJK6z+gm7NMMdxwQC+BzAZwCUAHuM4juwLS8TQoUPB8zyampoc/AJPnz4dAHDrrbciJSUFjY2N2L9/P8LCwmzXduzYEStXrkRNTQ1KSkrw5ptvOqTdqVMnVFVV4ZZbbrEde/F6+U10C/45FUfB1ppoAAAgAElEQVSPHkV9fT2Sk5Ox4L8vKub9c4n/Pznenezox1dsw6eX2aKodcIGmdCQIDzzjzCc+fROvHbzCNvvYvdDcig5sxeYENYH2fOnYt/bN2LsILKz+bN1zbJeH6RcPbwvenQKsflV/N+dzgLEE1c7Cpm7/nODw/f/3nERVj4zAX+/di3uGG2ZTKntar/xov64YaSzdhYALrb6Te7XrSMuH9ILXz08DjcSNLlS/nmDfEQhwNGd1V1j5X2TiunTNRRJH93hdHzLa9fh79euw4gB3WxC+D9vGI6XbqDz3SgIL5NGkl1bARa3Qgsfs/vklgZSEIRY2qhptc1tWPvi1Q7HtiUUIzyBbDsvx7TxFvdmb99xEVHTKRaEaSNL7vrPDfjr5WuIEwOxIEzSGJIiv9FuJJNjuFVY8zRCsBo5BvToiJRP7sS8B8biq0fG4eVJF+BySdAJqV/z3adLHARhAOjeMQSRGXZt47HMCmw6VSgrCPfr5ryhShB0BCGGhqeuCUNwEIflT00AYA8GFJlRjnc32AWGHf++nnj9upeudjo2aqBjEB2xIAxYohmSXE+5yl+EKHhSQVgr0kkzyV+0FkiCMABMl/TpCx+7HP+51Tk8b1ldi5NGPK/CcWx5bQ1ZKH90ovqYd8GAbiioanTSAJMEYYDe5EqI5ifHK1bvLl8/Iu+WUozQz8m5CxS6PDUfzyQeGk8up8F9uqB7pw6KJo8LdqUqRuv86dkr3VL3PYUrmuGJANJ5ns8EAI7j1gG4F0Cy4lUepnunDvjnpOG2CD0PjR+EP6PzMWPyKCch6omrh6K5zYzgIA4rDmehqdWE/95xEbYnFuPdyRfjooHdMbh3Fyzal4aSmmYHV02DendGfmUjJo3sj39aQy++cN0wDO1LrhzSiGUnsyuwIabA5r9x9Hk9YDLzGNynC758cJzDoBMSHESMeCbw2YNjMfeBMTaNiJh/32oRmscO6oVRA7vjooHdbRraF64bhtPFNTiSXu4kqIod3r9+84UITyhC5tl6PHdtGMYP7YOlBzPx2MQh+Pje0RjxviWiYMys2/DN7lSsOpqDUQMtQmf8bLuwd/2I/jj0v5sctFLvTXHc6T7inO6InXUbqhtbMbBnJ1kNbuSMm4lhp0cM6IZnrMu6O/59vc2OrXeXDtj/9k3oInKMv/H/LM7y773sfOSU1+Pr3WnYQrBNe3/KxRhC+V4ByyRAOJ5UWO2giRS47sJ++PX5ieA4Dgf/exMqG1pw0cDuDs+7681Jts/vTrkYzW0m/ByZrepX9cqwPnhXVK53jzvP4blSPrGsrnTqEIxrhvd1WCYVEN5/Dxmn/1JGDeyOay7oi2f+EYafI7NlzxPKZfH+dHy+wzksqXhsVPOh/dINw/HRFvXuZ8Q5lrqYVKisaReEp9DgINngA4Czq6xxg3s5acZp2fr6dThdVIMHrhiEOeGnsfJIFsYP7W3TjMmx561Jir+T+PqRyzC8fxox9PWNF/V3qHvn9uyMGZOdg/XIbYoTQxsU5aN7RqNDcBAevXIw/vtXPFGbqFafBOI+tAckGH2echRIqYCr1LcCQNJHd2D0h2RzstHn9UCPTh3wyo0XyIafFrP2xasxIaw33lgXi20JxcRzOoYEYeHjl8tqJt3BlWG9VbX2NHTuEIwrhvRG+pzJiMuvtk3Mm9tM+Hq3fChnIZASLQO6d8L+t2+U3TwJaN87Me2KQbKC8rePXmb73EUmuIrAW9ZnuX5Ef2TNm4IFEalYtC9d9vxx1glnv24dnbT3M6de7BCkI3v+VPxwIAPzt6eoPs/W169Dzy4dsPnVa7E+Jh/PXTsMN365H1PH2F0vKj3Lv26+EBOH9cUTK5xXHs7p0RGTRqgrkXwZTu9GGI7jHgRwJ8/zL1i/PwngKp7nX5O7ZsKECXxUlOcaNIMRKJzKq8Lu5BJcOawPfjuWg4aWNtw77nz06NwBd4w+x0kgqWtuw41f7MMPT4zHBFH4U57n8UdUHo6kl2PsoJ7IKW/A9SP64bZLLGnUN7fhxVVRyClvQM/OHZBcVIP3p1yMoX27YFDvLugQzGH18Vw8NnEILhrYHeV1zXhs+TGkihzrc5xlKfCT+y510KAnFlQjIqkYf0Xno7a5DQ+NH4wP7nZcbMoqq8crv0XjnsvOw47EYkwa2R/bE4vx0vXD8fCVg7EjsRgrDmdi4WNXYGDPTuB5HtnlDVh6IAPrTubh43tHO6zUvL421jYxeGziYKw9kYfeXTqgsqEVy54cj9tHD0RTqwmzNiWisdWEkCAOeZWNaDPzCOaAV2+60MkFIM/zqGpoRUOrCYfTzuKd9RYt5I9PTcA1F/RF144hMJl5bIkrdLB/TPnkTtnJntnM28KyLt6XgWevDUNcfhVeWxOL8H9dh9Hn6Xdqvz46H8sOZuKOSwfiuz1puHxIL6x6bqJstDMxzW0m/PfPeDS3mdC1Y4jTLv/YWbehd9dQxOZW4n6rCdPQvl0wpE8XHEorQ+cOwWgxmfHk1UMx+x7HzdB3LTyExAK796CXbhiO96ZcjPrmNsz+Owkv3jAcQ/p0wbiPItCnayg4WDT3JGF286kCvLHO2dZ086vXYtzgXtgaX4hPtibjz3/+w2Giu+d0CSIzyrE9oQh7377R9n6qGlrw1h9xOJVXhXcmj8JD4wdh+aFM3HrxORje3yKsHEo7i+WHslBa04RfnpuI4CAO3+1JQ+fQYLx604XEiWVpbZNtaf+LB8fiIdEq3+ZTBbh6eF9wHPDdnjTE5VXjnTtHYUJYb7z1RxwG9uyE0ef1wP2Xn4+PtiSjsKoRw/t3w79vHYGDqWfxR1QeLhjQDW/eNhLHMivw9a5UnNOjI354YjyOZVbgsx0puHBAN7xz5yj0794RGWfrEJtbhcmXDrR9rmpoxTPXhqG0pglF1U2oamzF5EsHIrmwBntSSjHynG64edQA1Da1ISq7EhOH9ZGN1FhU3YifjmTj8sG9cOsl5+CjLUmIza3C09eE4WHrnpvssnrM2pyIFU9fiSX7M/D17lQ8NH4QPrnvUpTWNONA2lncKAkE8c5f8fg9Kg8xs27D6mM5WLArFc9eG4YP7x6NvIoGPLb8GJ67dhgemzgE3+9Lx9b4Qsycegl6dw1FcXUT0kvr8M9Jw9GpQzCa20xoaDahR+cOyDxbB46zmAaJ22lzmwlvrD2F8vpmvHX7RTivZ2f8GZ2HvIoGzJ82ltimK+tb0GIyo1vHEHTtGILmNhOqG1oRHMQ5RW+sb25DS5sZHTsEyQqra47nIr+yAS9ePxyf7zyD0GAOVw7rg7Hn98KifWmYe/8Yan+/CfnVOLdXJ/x2LAdZZfX41y0jUNvUhkvO7YHQkCCkl9biz6h8/PvWkegcGoymVpNsv+VtOI6L5nl+AtW5LgjDDwG4QyIMT+R5/nXJeS8BeAkAhgwZMj4nR7ttKIPBYDAYDAaDQYsWYdgVY7d8AGIDlEEAnNaUeZ5fxvP8BJ7nJ/Tv799qdAaDwWAwGAxG+8IVYfgkgBEcxw3jOC4UwKMA/jYmWwwGg8FgMBgMhvvRbSYBABzHTQHwDSyu1VbyPD9H5fyzANqLnUQ/AK5t52UEIqzeMPTA6g1DD6zeMPTQXurNUJ7nqUwSXBKGAxmO46JobVEYDAFWbxh6YPWGoQdWbxh6CMR645UIdAwGg8FgMBgMhi/AhGEGg8FgMBgMRsDChGH9LPN2Bhh+Cas3DD2wesPQA6s3DD0EXL1hNsMMBoPBYDAYjICFaYYZDAaDwWAwGAFLuxCGOY4bzHHcPo7jTnMcl8Rx3BvW4304jtvFcVya9X9v63GO47jvOI5L5zgunuO4K6zHb+I47pTor4njuPtk7vm0Nd00juOeFh0P5ThuGcdxqRzHpXAcN03m+vEcxyVY8/AdZ42Xy3HcF9br4jmO28hxXC+jy4thoZ3Vm3Ecxx21/raF47geRpcXw4Kf1ps5HMflcRxXR/jtYY7jkq3PssaIMmKQ8be6w3FcF47jwq2/J3EcN1/028vW/uYUx3GHOY67RHo9wxj8rd5Yz9vBcVycNb8/cBwXrJRnr8PzvN//ATgXwBXWz90BpAK4BMDnAGZYj88A8Jn18xQA2wFwAK4GcJyQZh8AFQC6yPyWaf3f2/q5t/W3jwB8av0cBKCfTJ5PALjGmoftACZbj98OIMT6+TMhz+yP1RuVenMSwCTr5+cAfOLt8m2vf35ab6625rtOcnwEgFhRegO8Xb7t+c/f6g6ALgBusn4OBXBI1Of0EJ13D4Ad3i7f9vrnb/VGXD+seVgP4FHrd2Kevf3n9Qy4qeJsBnAbgDMAzhVVpjPWz0sBPCY633ae6NhLAFbLpP8YgKWi77b0AOQB6KqSv3MBpMilJzp+v1we2B+rN+L0ANTAvgdgMIBkb5dnoPz5er2RpCUVhj8H8IK3yzBQ//yp7liv+RbAizL32e7t8gyUP3+qNwA6ANgC4BFpXsR59vZfuzCTEMNxXBiAywEcB3AOz/NFAGD9P8B62vmwvFCBfOsxMY8CWCtzG+L1nN2k4ROO42I4jvuT47hzZK7PV7k/YNHwbZfJA8NA2kG9SYRFOwMAD8EiEDPcjJ/UGyVGAhjJcdwRjuOOcRx3p8brGTrxt7pjveZuAHtEx17lOC4DlknVv5SuZxiDP9UbjuN2AigFUAvgL+thuTx7lXYlDHMc1w0Wdfy/eZ6vUTqVcMzmVoPjuHMBjAGwU+P1IQAGATjC8/wVAI4C+FLr/a15eB9AG4DVMnlgGEQ7qTfPAXiV47hoWJbRWmTywDAIP6o3SoTAYipxIyzaoB85tk/B7fhb3eE4LgQWwek7nuczbQnx/Pc8z18A4B0AMxWeg2EA/lZveJ6/Axbtb0cANyvk1+u0G2GY47gOsFSS1TzPb7AeLrG+dOHll1qP58NRczYIQKHo+8MANvI832q99iqRwfk9CteXA2gAsNF6/E8AV3AcFyy6/mPr9YPk7m81Vr8LwHTeupbAcA/tpd7wPJ/C8/ztPM+Ph2XQytBZJAwK/KzeKJEPYDPP8608z2fBsoQ5grIYGDrw07qzDEAaz/PfyDzWOgDEjVgMY/DTegOe55sA/A3gXpU8exdv22kY8QfLLGYVgG8kx7+Ao6H259bPU+FoXH5Cct0xWDcNyNyvD4AsWAzLe1s/97H+tg7AzdbPzwD4UyaNk9Z7CxuhpliP3wkgGUB/b5dre/9rZ/VmgPV/kPWZnvN2+bbXP3+sN6K0pDbDdwL4xfq5HyxLo329Xcbt9c8f6w6AT2ERwoIkx0eIPt8NIMrb5dte//yt3gDoBrtdcAiA3wG8ppRnb/95PQMGVZTrYFHhxwM4Zf2bAqAvLPZNadb/wsvkAHwPi/YsAcAEUVphAAqkDZ9wz+cApFv/nhUdHwrgoDUvewAMkbl+Aix2nhkAFsG++SkdlgFJeI4fvF2+7fWvndWbN2DZYZwKYL5wnP2xemM973NYtD1m6//Zorx9BcsEPAHWHd/sj9Ud6zmDrPk9LcrvC9bfvgWQZD22D8Bob5dve/3zw3pzDiyKm3hrHVkIu5csYp69/efRCHT9+vXjw8LCPHY/BoPBYDAYDEbgER0dXcbzfH+ac0PcnRkxYWFhiIqK8uQtGQwGg8FgMBgBBsdxObTntpsNdIzAIKmwGsXVTd7OBoPBYDAYjHaCRzXDDIarTP3uMAAge/5UL+eEwWAwGAxGe4BphhkMBoPBYDAYAQsThhl+idnMY054MgqqGr2dFQaDwWAwGH4ME4YZfklcfhWWH8rCG2tjvZ0VBoPBYDAYfgwThtsJdc1tMJkDJ1id8KStAfTMDAaDwWAwjIcJw14ibEY4nv3phCFptbSZcemHO/HRliRD0vMHSIHTGQwGw59oM5nRZjJ7OxsMRsDDhGEPw/M85m9PAQDsO3PWkDSb20wAgPXR+Yak51d4MGgMg8FgGMllH+/ClXN2ezsbDEbAw1yreZjy+hb8cCDDLWlzXODoS81WITguv9rLOWEwGAx91DW3eTsLDAYDTDPscdyhyAxE3WhNIxtEGAwGg8FguA4Thj2MO5S3goAdOHphBgBM+mIfxn+yy9vZYDAYDAbDr2HCcDuiNpCW3Dws+beazAibEY7fjlGHOnc7OeUNKK9v8XY2GAwGg8Hwa5gwzPBLPK0Fb2i2bFL8fEeKh+9sHIv2pmH5wUxvZ4PBYDAYDJ+CCcMexi1CXCAaDQcIkRllyC1vMCStLyNSMWfbaUPSYjAY7uU/v5/CzqRib2eDwQgImDDcDuADUBr2lucMT5f048uP44Yv9nn4rp6lqLrRp8xPGAx3c+Wc3Zi2JFLxnI2xBfjnr9EeyhHDSJILa1Ba0+TtbDA0wIRhDxN4Yqt7CA1mVbe98PTKE5i5KRHldc3ezgojAMgqq/d2FnC2thnROZVOxxfuSUPYjHCfyCNDP1O+O4SJc/d4OxsMDTCJoh0QiHEn+nULBQD07Rrq5ZwwXGHN8VykltQBANpYaG2Gm9l/phQ3fbkfm08VeC0P1Y2tsr8t2JUKAFhxmNn2+ytna9mk3h9hwrCHCUTB9YHFRzD6gx2GpikUY29PCcPMb51beG9jgu2zORAbB8OjnCmuBQAkFdZ4LQ9v/XHK8DR5nscPBzJQXB24S/OtJjPKfGB1ycQm9X4JE4Z9kGUHMxA2I7zdRCeKya1CfYvJ29lg+DhKY8g18/bgpVVRnssMg+EmCqvUBVZO4+w7vbQO87en4P9WB66N8Yz1CZjw6W60tJm9nRWGH+KSMMxxXDbHcQkcx53iOI6NVBTQbHZbddSymaiijs6HrFqKk789hAURZ6jSMhKe5902S5YbKnYnl2BDTL5b7gmAGX27EbNCXSmqbkJEcokHc8Noz/BeXIWgufPelFJNabaaLKk2BLDSITyhEADTzDL0EWJAGjfxPF9mQDqBgaSd5lc2YFDvLg7HBEcJtF4i1Dr200U1OF1Ug7duv4g6m0ZwyQc70djqns5Z7olfsGoPH7hikFvuy3AfzEqC4W685IRGMwVVjd7Ogt8hyMD+8o4ZvgUzk/Ay9y92dq8TZG3NtMKBr8oQ7hKEGe2T+xcfQU2T/OYihvf5IyoP2czTgUu4QysdiO41nfCRIiAJ42drm3Eqr8rzmWFQ46owzAOI4DgumuO4l4zIUHtH2l5JO0+FtsQ2FPkORmgbTGYeTWyCIEt5fQv2nta2PMzwLP/7Kx53Lzrs7WwwZPCW/3VfQJgQeLMI6pvbcMPnzn7hJ397CPd9f8QLOWLQ4qowfC3P81cAmAzgVY7jbpCewHHcSxzHRXEcF3X27FkXbxcYBHKHphV/Kqn3NiRg1CxjvWq0N7xZ9dtMZsTkOvt+ZThS2+T/G3vbwzMwHPEF3dHpoho0Ezbw+YKXC4YyLgnDPM8XWv+XAtgIYCLhnGU8z0/geX5C//79Xbldu0BLg/WBts0wkN+j8rydBYYCX+9OxQOLIxGfz5Yz2ysJBRaXautO+nZb1Dop3GNdUSkJ4KhnbLxkuIJuYZjjuK4cx3UXPgO4HUCiURkLZGwb6FjrZjA8xk9HsgEAMYTIYIz2Qb0Gd5X/WhuLL3d63gsPoH3Fa83xXABART2dB6L2iGCLzcZNhh5c0QyfA+Awx3FxAE4ACOd5nq0BqyDd6BBE6PWEQ950/yOHyczj/Y0JyKto8Go+vFU0vvdGGEYhuKU6kV0BACitbcKTK44HtLatvdHQQi8M/x1XiEX70t2YG3m09jNsAx1dmbW0mfHm76eYtw6GE7qFYZ7nM3meH2f9G83z/BwjMxYokOyDhWO+2L1F51Ri9fFcvOmGKEq+jJGmrL44yfEVPFk0GWfriJM6wZvLxDl7cCitDEv2Z3guUwy3ojWYBcN/oOk7DqaexYbYAszaZPwidlOrCb8dy3E4Jt001xjAfqB9HeZazcNIGyypa9baXXtDttJzz8yzdYbd39MbrZj42v64ZcEBXE/Y+R0iWa75OTLbQzmy4O1VFznawyTOFzSoNMUYxDZRuwW7CaLx9eD7fenYdKrQ4dipvCrsSCyyfWfehHwXJgx7GVKf58s2w6700cezKpyOZZfVY2t8IeFsZXyxbGjRk/e1J3INuz/z5atMEMl2yUPsSi7B9Z/vwy4WbY/BMBx7QCvjKZex1375txin+zN8DyYMexhpIySaSVh1w7R+hr2h7TDqjnd8cxCvrYk1KDX3YaiZhI5r3t2QYNj9SdqJ0tomHM0oN+we/kywtU12DPF895hQUA0ASCqs9vi9PUmbyYywGeH46UiW1/LQanJ2geUJSP11fqVrqwH+rBzwJO40k6F5B8xMx3dhwrABNLeZsPJwFlVMdOnyDNFMQqtm2IMdoStNmXQtyScjicSCarzwy0nb951JxYrn55S7J0pWu1gqJjzCfYuO4LHlxzyfGR8kJNj7A5YvVjMj89Rkbfee9tYgfoa6pjZ8tiMFb/0R59E8kGih7AfFnMiqQJR1s2d71jhWN7Siuc1Y8wItdXl7QpFx9/fB9xSZXoZX18S0i7HNFZgwbADLDmTi463JWHfSuKVswPMa34OpZ4kR8YzClad57ueT2C2KTvbVrlQA8oPApC/2u3A39+LtToe04lBYzTwmCHjTXtPmScZrOaDjsx0phqRj9HNWNyqbAInvF5tXiSX7M7A+Jt/gXGhHWg40ipWHlx7Fgz8cBeBbGsfGFpOh+0PGfRyBZ386qX4iDRrNJI6kl+GV1TGGTdp8cdLy1MoTCI8vQqvJ13sd98KEYQOotfqurKOIaiSVQ0iaUZs3Ccq6aVQVfmrlCVw5Z7dBqTnjiilmpw7BxmUkwPFlBYAvhCAP9qLNsC8OlgLiN+Oqhw13PGZSYTXGfRSBTbEFsuecEO1beO7nKDfkgozZzOPmL/djS1whyuvaty/gl3+Lxs0LDsBMIdDTEqnBhEupC9Fa7yobLO+KzhWb+vP6YvMOsnmvMu59pZfWoqrBv+o5E4YNQBjAjGr73vYmQWNioEe76Yr2wovyieF4W9yj0Tp5i5TiWm9nwTd28vvApMDfOF1kqTsH0856OSfONLWZkFlWj//9FU/caOXO1aKkwmqEzQj3WGTFQ9by94WJrRy05e1LGne34YYN+7d+dRBTvztsXIIegAnDBqB1w5tqehorp9HmFLd/fVD2N1+QE7zNzqRiHE4r83Y2dJOusIQZnVNhyMDcajJjQcQZTRG/AGBwny4u31srYTPCUSwyEzGqHa89kYuwGeFe9S2akF+NzafkNaVacIfA5sPyki7i86tw8awdKKomaxLl+mpXy0GpXxZCNUcktV8PJW2UmyFJG9aV8AVXfO5GUDRpVZIUVTdi7rbTshtR/S2wCROGDcBoraUryxaJBfK70E8QXJuRoNnUpqeL8GdBWvy8//w1Gk+sOK4/LS/3r9/sTpP9bdqSo/huT7rL2uM/o/KxcG86vt0jfy9f4up5e2yfVx3NUTiTzKxNibh/saOD/UV7LdHLyurcZ4evxt2LDuONdb4XIEdrX2A289iXUup1e3s1Fu/LQGOrCbG5jlpYQWEil31Xn6pIwebfbofu22XnCuL9JPUKUQb1DkE09rQ1FGaSY2ZHIC7PMxp6rWhVAvz3z3gsO5iJEe9vd1OOPAsThg3AZiZB5U1CQ3q0mmHRedkKJg7bEopkf6MfZPRLtFpn5TSkltR51W/u2hO5mLYk0qdND6SodcZf707F19YNinppse6+bg4QJ/O/HstxEoD04MvLst6s4b8dz8GzP5/E33HafZJ7EsETiVa3be6U8T2thHBXBFXafn5BhHrfpbW8afx+02qnfb0O03I43X9XR0kwYdgAggxu/Jpthh2ulb/aJ2whdaIkSK8zMCCFGtJ3/O6GBETnVGL/mVLi+eQ06GpKsRc9PBhld6m5Tfi45k8LwjJhaol2O2ijS2FfCn399CS0bSG/0lKWShpQX6BDsGVI1To5VtLKTf/RNZeHWjdk+ypjZ0fgjMyegtAQ+/jQqKQZtp52OL0MYTPCsXh/uqF5pMFXFSe+mSvPwYRhAxCaIc0yg5alKlpt7QeiOOtK8m6LSV5L54mO0l2i+LKDmW5KmR53uKXxpsbbX6dN0TkVHp0c0ZB5lt7ntbuiTz7780mbT1qjqHWhfmrVgAt9IdVVXhzVBU8kbZL+QE0PofS+j6QbEwzH08XijjHljm/I+1mESYga0nr3+Q5ll2nueAZfNfXx0Wx5DCYMG4Aw8zbMm4TG9PZQan2M1DTqaTjl9e6ynXS/6Kb2vNE59IIGbdn5q0DqTaYtOYoZBkTrO2SgRwJf2VUv+KTVi/QxXvjFdddkWovG1xe3OghmEmaNZhIeEFU9XQ3d9Uwkc8SQILsos+lUoWz7ldafEC+4KfJRxXDAq4aZMGwAQRrUOVpshvWgZDOsZCYRS2nU70ps97nb9DvqVyoSjwyQvHI+lh8yPqysrw/8SrjDPtyTPLniBHV0RDV8ZfALVdGexeRW4v2NCdSaqxMGa5oNw01Vr9VkxqbYAsXyETTDckvhclcaKagWVDU63N/eZ8vfpLnNhJMa3ifP8/jxUCYqCW7i3N3ySU8hlWmXHiCvFvpCr+RrGxmFupdW6n23lt4kIITh6oZWrD6eI9uJbT5VgF+Pad9BLqBlw5u2ZqC90aw+Jr9ErCQM03aEvtCZSFGLmtfSZnbZ5MAbHVibr0hROtC7FOi/T0xHU6tJ0asLTfs6lVeFV9fEGG57+OjSY1h9PBf7z5C1aka2AV8TCGhYsj8D//79FLbGy29E9oUNkNfO34svRBHTbHlSKPIPNyfhoR+OUkeOi8+vxqfhp/HWn/KhrN2liSb1LdLJd6Pcxl2V16O0CU4tZDbt8/paty5M+p9cccLLOfEu7V4Ybm4zYdzHEXh/YyKOZZIHoTfWncIskd2tVoJswrD3a3mLQmNWijA72nQAACAASURBVKylOes+8Ky0vLgqCmNnRzgdN5t5aoFCeNx6FZ+xrSYzwmaE42Cqs0Ch1R60a2gI3YkMtzNq1nYk5Mu7LVRCLPi9tzEBDy89iryKBuprpLzyWzTC44tQUuOezWTP/nwSTR7yAkLbi/hCdyOUd5VCyGfBi4TW6GtGjx1iMwFOZXwym3msO5kHAKhVcQ+2KbYANU2ttol6pReijJGeQqrn0erfHADyKhpw4fvb8WdUHvFeX0Y42xe3tJnx4JJInMyuoK7LRkbmMxJfkF+8SbsXhi+aucP2ubFVewOhQYsrmRqFjtQIlLSk2xLlNRpZZdpiycfpFAz0kllGvwlJygGRYJpb3oBtCUWIyq7A8Pe24YL3tlGlQdtNbD5lcZvz1MrAnmX7u5mElKZWM1Yc1rdRUzzGJBfWAADe/IPs+9ddG+gsiSv/LBbAk4tqnH+X5MmTb1i4tS9oXsUFwfO8g3AjCJWyk2Y5P8MuvO9qlTFFKLHlh7Kw57SzizCxAkVWowogpbgG//79FP73Z7xNAUQKKOPWOiyTrrRWVBDMN9RIL7WMgXKaf9IENreiHlE5lZixPp76Pr4qdLojV7G5lW5I1T20e2FYjLs7Upo6fu/3R1TPcVculfJX2eAZzwXejFf+2poYPLQ0Ev+3OkbzZiLaZf/zenZSPae5zYTNp5RtDy33pLqlz+5OBoC/ovM1ne/Dj4JWnRqdFYft9uTCJOFkNnmQkJtErDycJesfesn+DFw7f6+uvMlBE63MlVclvGe1pWcp3pxjke79/qZEDCdMqLVGHeSh33vMfSpjitjcan2Mc3sUP1e3jvKrUYK2NamoGtE5lvrrjfDpJGFS+m6UhHo1tNQxPf2Vz/ZxbsjX/YsjjU/UTQSUMOyuGRnNBgU96M3uzE3ad9PTLt24qvGjcYjuLrbGF6GkRp9HC1o5qFsny2Ay5vyesucsiEjFG+tOYZ+Kb2La+qpkGgMAB1PPag4CYBQNXgxFrJU+XUMVfzfpdJ8n1lLp3bz+8dZk2Yn0ZztSDAl9KlYWlNb6tj9fJUprmpFbrmyGYhRrjpP3aEjbrk34l2mHPM87CLVqdVFMlsqqGe+gyXb+Xfzee3buoJCO5X9eRSM+DT+tmi9v2oW7wxRByaSO4ziqwByA79kMC7jyvnxZIUNLQAnDz/8ShRwFbwtKHEo7K7vJzmiNs6sC59EM7X4pTR6qzH270Xfy3mDhnjRiAA2ajiJsRrgtOADpfKGIhQhEasubtMKw0mlR2RV4auUJfLlT2Z+mr6DWqWrVuGmhdxd5QQBwfUMjz/Mu5188IBvdYsV1dkNMger5nlTS1lltWT8NP63qIvJwehlu+GKfw7Hc8gZddqR6Wbw/Q1PYXTPv6I/aSI9fXUR7D0jNi1YI0lr9PWkmQVsblcZqtXLQ4m1DCZ81k/DNbHmMdi8Mn3j/Fofven3tPrniBGZtSlQerH2kMvXr1lHzNbQbyVztozt1CCYe95WZ5YJdqXjmp5POP1BmT4hopPQ4ghCs9shGlEi5VSu51AcCk9Cg9sxLDmR47d4mjb5jpSw/lElt+y6XF/HmnuyyeiQVetZ23yi01u10kZeDv+PUBXUpN3yxD0+uOK75OhK0ed+iKeyuY6pldcaZky0/ZG/7agJfZIZ8iF1fEeJIzyDVH7kybxUn5Y5xyVdXXVx50rwK11emvE27F4YHdHe04QxyccodSdC6uuJ7Vwm96elRLPtKR0fCUzvblaAtnS4aPECoCsOU70Tp3fnAdiNNqD2yUqhVV1GLFLdPxuUYLdsTix2+K2mJ5cpBvCQ+/cfjmPrdYer7u1oXvNlFOGjEdeYjJpdeU0tC6wpgCGVUNHcgLiNxCGu1slNaEZC7Vq6fcld1IQm60jfjis2wwJRvDzmYgxi1KTijVP9mcHfiiuC/7JD7lBSeot0Lw0ZDag7CMaNmkUJ63+1J03W9kj9hOTwVL12+Q9V+jSehzYMQgSqp0Hk3vlOaKr/TvhKl8/TUBW+iNinzkumzWyBpDt35unygGenCbOZxSoPJga8g1mCqaWQ9ZUeqdhulDXRyz1Aq8WAkTBrctdpH42dYDqXTpMkmF9U4eGcyynRlSN8uxiRkMEZsiPVnAl4Y1tpgSb56jXYlI2x2OpQmv2SlhJ4BdfKl5+q6V3vgk63JRL/AYtyxGUSt7u05TRdmW0mADPJSC9cr1Km1IdoVjGUHM7AptgA7k4rx4yHPm4jQrGZ0CNFuv+ipMacvYQOXNE+uaMq09LvSTWd1zW1e2xCqCQ0vy1O+Z4k2w6Jj915+vuY08ys9s1lRgFRSRsipQjnI12vn43reWkyOb7obc0V+8dVNgVoIeK/+Wm0QQ4IJwrDBi9Gu+vDVk59OHRylptzyBlQ1tmDsoF6OacsknVhQjbO1zbhp1ADF+3h7kCex4nAWVhzOQvb8qbLnUEcXEo3RlfUt6K1hV7iYplYTPtvhGL66pc2M0BBn6ZZXkAt8wi+rBtSEXVohSBr6+4Xrh+vOkx4eXXZM9RytbsVcRUtNuHxIb7flw1UW7k1HUmENVj5zpcfuuTE2XzFKaX5lAwb1dtT4aenTdiQVq59kCCoaah1STVpJHcYP7aPxTvpR6u+MoLCqEQ0EcyylvknwUUyDP0cWlcf/nyngNcPbEuQDUexILMa/1sY6HAtRULUZVR2U3HI53ZPC5yJdOo7fb/hiH+5ZpO4TWeCuhYfx7M/2jWe/Hs3WeH8ltzWaknILtO9WLOy/8Ts5sAJNmt8STGRWHc0mnqvoCcQHyk4LauNEvIeDveiFZln/nfXyLhD1CMo/HcnSfI0coQSttbSaecq0isTeFLpVE6P4z+/2sMM/R2Y7/b6csEFVzaWZmMM6VwG1opYPNTeNxDR13ksvNBvo5JCexhM+pxTX4pGlzpNZv1iN8BLMTKIdkFggb9v58m/R+DuuEM1t9iXPD/5OcjpPaIhi5/quMHnMQOpzjRqPaJOh1TR+uyddf2Yk+EJDo9WYiE9TM72QFnpaSa1NI0GKJDh3G9m3p79uoCOVqZpmOKHAP4RhvQjt66cj2Zqv/WhLsuH5cBdamrSr7d9V21XpCg1poyVJiNRyW09pC9XuomcS5hSZ0GY2SP9Mm2ILcMkHO6jur+YrWQm5TY08z2ODKCAJqZ8hmUj6wtjkC7SHcgg4YVj60q4f0U/1GnEDJfmOpLWdo+0ctAxEWjYTXDigm0I6dPcTJ00KTylQVqctuEWuQlq+AO3uZPH7uDKMfqnZZOZx29cHcckHOwGQI7fJjZe+7AlEiQZCmZLqs6fsKd2NtFU+fc1Qr+SDRGJBNVpFQUWG+tAmn98UzBPUSCmucVlJsWS/uildM0GI01Jr21x02yd3b2kgCLUxSI/nHmnehU27Wprtp+HJaGgxqfpeB8jlStsHSs0BhTa5N6XUyduLlN5dfNtHvjfxZoAVowg4YVjKsUz1ABVjZkco/k7rl9BomSUurwolBA2inCj96JWDZdPSU5mVOq7ze3XWlNbNCw5gYyw5dK/ehqYn+IgcpKAVpGVi8aHunZSDOJzKr8LXu1LB87zD6oNWfF0WlmsTJJ/f9QR3Y+3Txg7oorBzXw93jdW3CdZs5nHXQkcXbaQi99ZboI3sJa1nJTVNuPObQ1TR0lxFUJgM6WOfRIizI87Z6PN6OF2vN7qhHEJZFEg2t6k1JZJQr4Z0siAoUJe7aeMqSfDdfEqLT2dnaIRwb5oF+TrtoWgCXhjuIRJYiqub8NiyY6phcqWItaUkZ+kmM4+PtyQj4yy9kb1AaW2TbCO89/sjuHb+XsX8iPk0/DRxYwAgL1DJLc0DsEVbIyGnhVYS3H6OJGuAmluVO2g5DexKF2woH1/uaDNWTyi3OYRBNlq0U1jNrnHN8Vx8uycN8fnVaJI8Y49O9IJSVYN6R64EySRD66CopFFaT/Bdml5ah1u/OuB0nKSFk2qelh103ael0qqGEqRJi3gVpFxmReRIepmTn9sl+y0eL8SkldbaPpNCCp9S8JU78pzusr8pkUMoC3cHwREnHzYjXPa8srpmnKCI/NXSZnbqJ2k0ukaxNb4I2xOKECJaSpebxHcJdQ481GqwNJFSXIvqhlYnswC1uzTr0AwX1zhOaoWVSS3lr6W6kc49r1cn54Ma7kNT/L6+eulNxCuZlfXGBYzxJAEvDPfvbo/WdvW8PTiaWY5XfovWnR7JjCKxoBorj2Rh2pJIqjTEnejEOXuwaK+z/a2SbZWSkYWwDO98TzvTrxpi+7xMIXLZy//P3nmHV1Gsf/y756QXIKHXhB6IEIEANhAUFcGGgFflAvYr13r5WbCgCKgI96Ki2EBFEEUUrKEjvYcSICSQEJIQAgkhIZWUc87+/tiz58zuzpZTkpOQ+TxPniRbZ2dnZ9555y3fH1QdyIzMouVOJ2rpS387op1xSp5YRcSoRonG7tOXJAJeoJ9yAPNE2CbhOMBC2BzyPI+SSuPJJe74aLti28GsQsMhjwa+u0mxLfVCKX6n1Hv0tARET0tAIdHh9Zq+DjHT16lmr3rp5yTFNpogrIZcM/zemlSknNeP46zFkLlb3DqP1q7jZzvrb8BsZV0CwCd/02OGvyhzsiTjvMpTCgPA/sxC1YlHsEp2RxG1CY6ZMnumPacrAvK9C3fh/bUaGlmDznjxKvVJYrHa0OPNtZi2WuqQSHN08xbjv1D25VOWH5I4s2rFVO/fSRqlxxWtY1mVBd3fWKN7XNzMDXjzt+Oye9Peq/PvBX+nY/GODGo4QrWEQjwvKA+yLgm21EasBu//bBeipyVQE8+8m3BCM5U1bZLRT1afAHDu8hX8sC8bz/5wSPVaYt9i1Mwiv8Q72ePUzAhLKmsUE2QaReXVuqndv9h2GlNXHtH8bjMoCrqJX+9TddbW4tfDOViwOU2hTPTmCm1t0uiFYZp9ratKEdKedOFWpeBaahdsXBFwSLadUmoYNWPLyp7JXxYOzkLziiWuR/bLDw3qpDzWAJEGQoq9q6F1JtEzN/CWzay80yivcr4veR0CQO+2yuVOklCKBohGgJ9JUuen8ugrCD01NH9kAodqiw1jP9+Dmz4wJvCpBdp/YYV6NIzD2YIGfPfpAkf7J+Ni6w3uT9/c1VDZAPoSsq5zYi3hrsnG3gx97SZA73vkqzlFKisBmlFFNKB9P0avRZvoAMLE9stt6hPpaauPSv6XC20iWn4OIrVhRlNjtUm0vHIOZCpjxYYH+VHjMwOyyBJQ9tFqK3Y0LpZWSey7XeV88RVET0tAl9foiozZCSmYnZCCkkppO9MSqnafvoSb520FIFXGqE2QxVUS+X6LzYZFO87g3oW71O9n8NEtVhte//UY/jqqHjHK1Wue1slSaRS1Sd4zyw/hxZ+OaKbFzrpUjn6zNuLGD5SrwiRz1qZi9aFzmn1PUYVSi7sjrQBv/Z6sOunmeR4jKQqY//yUhPkbT2HqSmmfMEfmgFpfqXNhuKqqCo8//jiioqIQHh6Ofv36Ye3atY79mzdvRkxMDEJCQjB8+HBkZWVJzn3sscfQpEkTtGnTBvPnz3fsW758OcLCwhw/ISEh4DgOBw/Stbzi8RtfuQPZ88ch+39jkfXBXai64HoUBFJIeeSGaMV+0Qu1abC2UKfG9V2bK7ZpRhCQ9eFBMq0mzVOWHE9IhyW5w4FR/L2YilQrK1LrJoESwcvV8v7+zI3o26Ep2jYNUghwpEBwU/eWinPvvEY76ge56gAAj9/UmXpcQWm15F7yED5ibGEtJxtS6+eqbdsTQ5zl6toy1NA54mTnHGEqQwoCekWgCQ3DeyrrGABqKM/tbXtboxix7TSiQV3/4lAAQN8O+mEUp/+mjGBDw12bRprgS3NapF2d5uhJmpLkl1YiOVfZ38idlX7cn00t22M30r+Z2uZiaZWmkB0RouzLxw/oiFCiXaqmKeZ5RR89pl8Hw2XTEtL14HngbKHwzeo1l1KZ8sZo6zIR5dPLoiqvB7LK1MK8Ue3ZdQqnt3RvVKFy8oJ0RcrbjmOpFwQzqXMaJogfbxLqtNCgOUJppboZXTOZU+ASYrUzT0ULbrXxjnLSGBAlNVuMiqw/zrha1LkwbLFY0LFjR2zbtg3FxcWYNWsWHnjgAWRmZqKgoAD3338/Zs2ahcLCQsTHx+Mf//iH49wZM2YgLS0NWVlZ2LJlC+bOnYt169YBACZMmICysjLHz2effYYuXbqgf//+kvuLHZR4/Kj/bUCnqb8g8vYp8GvWBgGtu3rdUUS8p6t2eElv3Q4ACAtUdryujHs8hEFl6WODAOgvgZIdg3xQJDuvEb1aUZ1BAGOpKztGSp3s2jShmzuodVQDoyPQPDRQsr9zizDc1rs1hvVsibZN9e3IoluEonfbJrDxvEMo6BAhlIuUwSIpnsR62jN5NZNVcu+17fC/8XEAgH9+vU8zYoK4/E1qg8T3JUZDaRHmLB/ZQRuJdEIOrkO6t0TqrJEAgKeGqieqEDVbZKk7SpyHnHtoS5i0QSSuYzPFuYCzvb43pg+WPS604XYG3q1Rnrulm+FjjWghjXzmPduE47oukYqJKo2zBs1d3I26QTtPq20/r1Nfy/Y4FRi3/ncbRi/YqThGLuQO6qxM2gDQ7WvlqBVVboqgfQ16m3tlZE+VciknYzael/adGopNecQgo5NQoazGjqOtzvHgDStl5O3C6H1JrbdcMJIjrwfp2CM9dow9Ox6t76AVjSyv3OdD7NsGRUfa7+vcp+X8HWDge9Uipo2gOJMrSkRE/xctZVJvlTFXDVe6haVE5JayKhX/Ip1rRDUPkSSHuraj8e/Ql9S5MBwaGooZM2YgOjoaJpMJd911Fzp37oyDBw9i9erViI2Nxfjx4xEUFIQZM2YgKSkJqamCmn3p0qWYPn06IiIi0KtXLzz55JNYsmQJ9T7fffcdJk2apCsMiPvLjm9GaOwt4DhOV2iV79dPIau9/5b/bqVuF/N7WCmaMVcFa44j4j9S9pPbyIFQa1D0M5lUA5GT1U5+DGS55baKaoKGmjDMgYPZxEnqV7x+6/AgQ523n4kDxwnvSKxmmiaW1gHrCR/ycpP/TRgchXDCSU5LMxFoLw85UxcPFztN8ny955ZnsSM1OTzPI8jfjJAAs2Ybc7QLSt0bKQ9tmziIyidrFvskwN/MOcIbedOzO5CS1U8NI/c1qmUymzjF9yVvZzYbT7XppZZN475iW6OGrqOcpqV9axLsj8w5ozEwOgLhFA09ubxaqjKgtmkqFQY6N6cLg3Xlwa+WUITmKyDul3//Np6XCHCq2TYFaVhxrrehKSSsNp7SLzn/z5wz2jFJV5bJWBnJ+6oJ3s3smnVx/BCvTN5S3p7FFVaj/QmvsX9gdCT6dWqGQPtKIlkHt2hkUfV0wXPdi0PRrVWYQwhXQ6vdB9mVI2oTSDmutC0yhrbaQqTe5SprrBIFS0NJVuJzm+G8vDycOnUKsbGxSE5ORlxcnGNfaGgounbtiuTkZBQVFSE3N1eyPy4uDsnJyiXErKwsbN++HZMmTTJUBktxPqrOJiP0mlsMHa/VUGkNRU+DmFEgtUMSDxez3dHaktYYoXY7cRau15lIOiSNduxn5hyCihxSO9CrLd3W1STrrWlCv7Cdfo/9mYUwccr9HISJhBG7R7OJc0yAxOMDRAFT5xvWG6e1bs/zvKSOyGvJZR8x7A9pCiF2cGKnY5UMwtqM7d9e8j+pnRHPNXGc5rsXBQFS2CGPp01QSGhlFAc7eb2K79fPzLkVw1QPWoprNYx07EaLZuI4pWAif3aeNzyYaE3OHG2a1j/RQgRqXEtUILRqEoSWTegaLldR+1aNDOTeSPEuv49YHrWJkpXnFcv4cs2wpE+VlUsuqLq20mfsYJoiaG9GoW6dmk30Salxmcp5X7WmK45t4moX5zieUMTI7i/WGa38dMdA2jZpKcX/yVvRouvQzqf9bwQzx6mavIl9sdbY5Xgug/f2pvmUEdYcuyBx8GfCsAFqamowYcIETJ48GTExMSgrK0PTplIbuqZNm6K0tBRlZWWO/+X75CxduhRDhgxB587a9mY5RRUoq6xB2fHNCOzQG/7NBBtQvTag2VBpGkTRTELjmrTc5u5qhtX2aGUGIrdomUmQBJhNCntO0fCfFHQnXhftvA9xObnGS+2j1XQWNHGKAYjj7IKGjdf1uBWFyYKyakdYNFHbqucZrm8mof2OyMfX6rBoUQDEwx1ldaHDUwxyUD6nidMuv3iNdCIUGFkfkndCOZ92aU5lsBMHDrPJ5PgmxGNWJp51vDetQUwLNe0fDSMRClxZTlYsRcuOsdp4JGYpnbVoaLVHLbtz2ntO0bAJFOEA6st1ZwxVa2ueaExdOVX++YjvRU0Yttl4zFnrdAxqEuQnrC7ptHuxYHIHOlee0+ihat+D3vkmx6RUu22qni/p1+iCkNjviu3RJPsfUI49WpphGmQ/Jz+Hg3SyQIaUW5esnnzDG3Nwk0lD0SD2gRr9ubjL6KRIfI/L9mZpR3iRofbujNyXXOWt9nIM7drCZ8KwzWbDxIkTERAQgE8//RQAEBYWhpISqYF6SUkJwsPDERYW5vhfvk/O0qVLMXnyZMf/lpJ8wUlu/jgMje2IhVvS8c3OM7jpgy04fbEc5cl/I+yaW53H27S1MVphzWgfqs3ZelVRCzXlR1lKBfQ0w/Sd4qdPF07oM3L5vcln9zNzqLFI9z+8aB82p+RJVgHVbJzk6S3VBDqtiaWZol3jwDnqrddb69RPtpfhh32C887kb/YDcAoOVomZhBK9AUxLi8DzkGmGnTvHf7FHcl6LMKX2zaEZNisHLj0TGnk1k4eL1zGbOE0BW4yMomYCQ7um5J6UGnXYIct2iR2rv4lzTKAcNp2/HHWELKSFiDOCK5rhXenqXt4iPd5cq3sMQDeTkOPaJEd9n/iMtPGNdg9qaCu5QKFivmGkyEY1bO5cy7Fd/1TiPtKjHZphlXB11RabY2LUt0NTBPmbYbPxshUR+r2ScoqxWxZuqhasJFTR1Qw7vjHp9tzL6k5dJGSzUDN9E/stcTwR71lNjCfyb0PL5JF2lyCdUIPCecKZrQl/lVdHxuie5wl+Jk5V0HRoyDXekfj+jHYN4vc9/bfjiggvWk1BrT9xta3qOVHWF3wiDPM8j8cffxx5eXlYtWoV/P0F+6HY2FgkJTnDcpSXl+P06dOIjY1FREQE2rZtK9mflJSE2NhYybV37dqF3NxcjBs3zrHNr0krdJr6CzpN/QVtX/gZ89afxMy/TgAAKnNOwFpWiJCeN0qu0/0N9QFNFFaoHtc0YZiy7aenrlNsq7HaUG2xIS3PqZUxmThqhyIPj0Y6emQUlEvKZuN54SNzaIaV5VF7BvkzkmHO/MwmqqYpp+iKoYFILgy7ajMMiMv5pDZG+Ntk4gx5/tM6WDGMGlnFz/94WFkuF22GSXjwErtBMrFIhUybTU4m5PEpaUuaek/9y8EcHMtReviT55pNykkGqWV/cmmi4lyyDDaKVmbhlnTMtYfZoVWN2jKoaIpjNnEODdLmlDzVZ3AVLZvhOFm0B28ILa+PEgZbQTOsfawrS5Va7U18d/SJtWsPJcm4Sdn/4aZTim16EzT1ibB+2dSO0IpVq7iGfAJmb3MBKkaipHmQ2cQ5vhdpUhZ1zaQcVyY9njTBuA5NNSfDgNMulixTZY1VM9SiGmrPJa5oiX2++O2TSiiF87ZKeQFnLFuyOyf/FscFiXMxca1mRHSQKcOkYR93vDLceR1eCCtJi8FuFJOJg97QZEgzbPC71TbrVN/n7RTh9R2fxCeaMmUKUlJSsGnTJgQHOz03x4wZg5dffhmrVq3C6NGjMXPmTPTt2xcxMcLgMWnSJMyePRvx8fHIy8vDokWL8O2330qu/d1332Hs2LESjfG2l4c5YiDKKT++GSE9boAp0Hj4j9QLpfhgXSo+33oa214eJtknNq2Eo+eRU1SBkde0wc40ISZqJdFRBlO8pGkCOAfgdH45Kmus+DMpFy//IsTnlA/gj93YGXPXCSmDsy5VoMvra9AsxB+bp96MimqrxIP5oUV78dZdvfHAwI5YsT8bAX4mifdqwjFnXMbVh88h/WIZvvjnALRrFiwJOh5gNlG15G//oR4K6n8bT+HI2cv4+KF+CmG4yp5FSr5dq2MwmQQ7uOhpCXj5jp4OMwk/E6fqvKOHWBebUvLQs004lhEetiSLdpzR1KDml1bhfPEVVFts+OvoeYnQYeKkftR3f6r0uAeA/7utB0wmzhFXN372JphNHBZPihfKarcb2JlWgM4tQhEW6CfJ/PSpSrKH8V/uRseIEHzycD9HqB7AGU6poKway/dl45nh3bA++QIGRkcqUvbuzbgkMeGYujIJA6Mj0TEyRDKxsfHA93uzMM+e0tpq4yUCf/PQANwd186hGY59ez32vHYLluzOhJ+Jc4QZMnFOzfBvR3LxG5GClTZZITl9sQzp+WW4Um3FPXHtJPu0NMOLJsdj0LubHf+fzCtF9LQE3BPXDoO7ROKNX+nxcbUQNf3HzxXjQkklnll+CC3CAvDW3bGOVQqR/QbiE3dpGYqMi+X4ansGOA6YNjIGiVlFkm8z375knphZiPySKlRZbZgwqBP+Ts2XCAIkW0/m42hOMSbfEI0vt53GfXZvfrGNCMIE72gHfiYOWZSseQBwvrgSG5Iv4J5r2yMyNEAR+/WPpFz0atsEU4Z1xZmCcpRcqcHGE3lYe1w9Rmz0tASseX4IViae1a0jOUO6t5DExV68IwMXy6owZVhXrDl2wSHUGglj1izYH4ezL2NlojTMnJasMqpPG6w55lyOn79ROYHwN3MOm9oqixVmjoOf2eSy8zRJ6ybKEJJynHb5zuPUIgsAgiB5uaLGIdDmlTgn7Gr3Evt4Ufg9bx9XyMgp8okbrVwiH9u1j8seG4wL5lZLLwAAIABJREFUJZV46eck3LfQmRilxspLvgfRoVy8lLycnSJDkF1YAbOJk0bJAY8xnwnXvfdaqe+FUfxMSvMoZ7no9tokjuhUBu+nNtktLK/GbR8q4wU7zmtcsjA4Tz4sjuNGAvgYgBnAYp7n52gdHx8fz69atQrR0dEIDAyEn59TFv/yyy8xYcIEbNq0Cc8++yyysrIwePBgLFmyBNHR0QCEOMNTpkzBL7/8guDgYLz66quYOnWq4xqVlZVo06YNVq1ahVtvdZo9FJVXo9+sjY7/B0RF4GBWEXhLNc5/NgkR90xDcPS1ms/63pg+OJpzGSsOuN7x0jjy1m24duZGzWNOzh6Jnm9qL/MDwKHptyEyNEAzremAqAg8O7wbHl1yQPNa4wd0QE7RFezJ0M8ac3+/9lhtIFtO5pzRiHtngyL/e3ign6rAOvW2HtQBQk58VATVpvLJIZ2xaMcZQ2WT11togBnlOrbGnvLrv29AWl4ZXll1VPO4zDmjsXxflqrQNWFwJyyXCVCeQquT2mT7y8PRqXkIHl9yAJs1UljPHdcX13VuTs3M5glfTRyAp5Yp45H/6+YueO3OXl6pi+l39UbWpXIs3ZOFM++PAsdxXrnuX8/dhGvaN63T9wUIbeTpZQc17SvrKx8/eC3uvbY9cooqdBPTfPvoQDz6rXafOaxnS2w9qZ4EJtjfLEnMBACfPNQPNVabIkFBbRDsb8YH4/pSJ4x3XtNGEvM5c85obE7Jw+PfJSLQz4Qqiw0twgJQUOZZit0gf0FxQpPxOrcIxZkC/WQW4wd0wM8Hc9AhIhg5KnF4FzzUD1abDf/5SbteP5vQH2//kUy1q86cMxqjF+xAcm4JfnvmRlzbsZnj+7qxW3PsStcfG1f+63psO5WPhVukKanJsXDidVH49/CuGP/FHuQUXUGTID9JYq6x/TtgUOcIfLwpDXf2aYsbujbHW78n4xxhrjK2fwd0bhGCDzel4YOxffHW78cRERKAV0b2dGjyA8wm3BXXFqsPCWP123f3xtI9Wbiha3PdsSOuQ1M8fXNXvPRzEto1C8aTQ7pg3oaTLvtnbJo6FN1auZcu3hM4jjvI83y8kWPdNpPgOM4MYCGAOwH0BvAQx3G99c6LiooCz/OorKyUxAWeMGECAGDEiBFITU3FlStXsHXrVocgDACBgYH45ptvUFJSgry8PIkgDABBQUG4fPmyRBAGhFBAJG/d1RuZc0Yj679jkHEuT1cQ/vAfcXh4cCfVjCzuYCTWo+hxq8XjN3V2xJPMeG+U6nH9OjZDjgGbrynDuuLHp67DuheH4MUR3VWPG96zpSFBWIyDu+TRgYp9WppbNUH4xm7NMTJWcHS8rXdrVecieYaoN0b10i2rSG0Lwg8N6oQ+7ZtKOjUt2jVVj3vpiiCcOWe07jGj+7Y1fD1v0baZYK+XVagdTzfQz+lAp8WjN0Zj1ZTr0d1A9jJAXev12p1Cm9HLNGgEMwfMvPcaZM4ZbSj2M81OXM6Z90fhmvb6STsA7XBRIosmxRvKHCniDUFYLU65pwxTSeACOOPIdogIwQPx2skujCVZ0d4vF4QBYTWko04yAlpiD3dImTVSsRoiIk9+AjhNF8RVH08FYQCorKELwgAMCcKAMwmHmiAMALfGtDI0bm5IvqAp0CXnCr5J8syARgRhQAh7Jip/ushiSIvbl+3NwvXv/+14HnmG2lWHcvDqqmPILa7E1zvP4PHvEhVjxqpDOfjvhlOw2ni89HMSKqqtOHf5isSkpdpqcwjCAPDOnydwpqDc0NiRlFOMKcsPobzairR8QXljVBC+J66dI9b/iPnqGuj6gic2w4MApPM8n8HzfDWAFQDu9U6xvIvZxCFl5kh0axWGVuGBkqxP7ZsF47lbuuGv525yBGn/7/g4jO7jFArE7EBj+hvPEqTFoM6R4DgOCx7qp3rMtpeHwWzisOc1abi3Hq2dA3y7pkF47U6nsb88VBnJxOujDAV279JSuH5MmyZ4+uauCvspkdlj+uD/buuh2D75+ijH3w8N6oSvJwtCcL9OEZr3/2riAN2yAcDSxwbjzbt6oX2zYLw5Wl3AfZhII71p6lA8ObSLItuXKFRvmipkA3tlZE9ENQ/B8XfuQOcW9LKemHkHAOlk5pEboh3XAuwThX/foFq29+/vAz+zyZCAAmgP7EaTUc0d1xcAsPn/btY87oOxfY1d0Evcd207h1mK1uQLAEb3aetIQKLF23fHYkBUJDZOvVlzgihye6wyk2ArIij+mheGIHPOaHxpsI2KkO2tU3Ol4PMtZYIosmiS/r2MCNUAMLRHS0fsWC16t2uCQ9Nvw8b/DNU87rMJ/R3X9ZSE54cYPnbu2L7InDOa6m8hJz4qAt8/PhgjerXC0Rm3O9LKX9uxmSO5CwDMvq+P5nWiiX5g2p0xGN23rcNESaR7qzDsfHU4lj8xGL89cyNOzb5Tt3yDuzTHgE4RmglfPv+na+1t3IAO+OKf/SVJUR4c2NHw+fMfENqI0bjWdc1N3Vpo7u/ROgyhgX6KNNI0XhihHLsAp434dV2EGL7d7OOhWvIVGoem3wYAaB4q9CFD7dlL7+/vnllFXVAbiTEWPNQPz92i3afXJ9w2k+A4bhyAkTzPP2H/fyKAwTzPP6t2Tnx8PJ+YqHS8qU/UWG3ORAY23m5b5OwcKmusKKuy4NkfDmFvRiFm3huLXm2b4GxhBe7v3wGbTuRhzrpUXNclEo/cEI0XVhxBcm4JNk29GdtOXUTK+RK8MaoXIlzQwABOOyEjA+CVaqsjLXGVRXge0UbrQnElWoUH4ti5YpRXWxDbrimKK2pQUWNB5xah1DBT1RYbePCosfLIL6lE02B/NLdrrnamFeDng2fRJMgfj9/UWTJ4qJGcW4x3/jiB/NJKDOvZCuMGdMA17ZtiX8YlLNqRgZbhQcguLMfoPu3w8OBOmtc6mnMZ93y6C4AglC7ZnYlTs++En4nDvjOF6NepmcOr2GrjsSU1Hzf3bIncy1fQpmmQZlitozmXsXRPFv41tAt2pBVgwnWdJMcv25uFgtIqPHdLN/iZTfgzKReF5dWYbE/JzfM8vtiWgbT8Uvx7WFcs35eNu+PaoX8naVamK9VW+JsFJ5xqqw2BfmaUVVlwsbTKIZRX1ljxxq/HERxgwt192+G3I7mottjw/v19kHAsF4eyLqPGasP2UxfxycP98WdSLpoG+yO6RQjWHLuAryYOcLSdXekFmLB4H5Y+Nggv/ZyE/NIqPH9rd3RuEeKY+B0/V4ycogrM+isFPduEo6iiGiEBZjxxUxeczCvFkO4tsObYeZRVWvDqnTHYkJyHk3mlSMsrw8GsQjw4qBNqLDa8MKI7nlyaiDZNgjC6bztsOZmPa9o1xW9HzuGJmzorBFGbTYjfWnKlBkEBgod+tcWGluGBjvL/dCAbO9IKMHZAB2xIzsMD8R3gbzbhcHYRxg3oqLDHF5d9+7RvihZhAdhy8iJ2vDIcDy/ei2eGdcODgzohPb8MgX4mhAf54bfD5/CIShrg0soaBPqZUVhejUA/EwL9TSirsqB5aCBqrDYUllejXbNgXCiuRGt7DN6TeaWIaUPXgCbnFuNyRQ0GREVgU0oe+rZvBpNJ0FqWV1lwOPsyerdrgogQf2w5mQ8/kwnf7c7Ef27rIdEKny2swIYTebiha3O8sOIw/nldFLaevIiOEcF46+5YmE0czhdfwZTvD6FFmKAQWLwjAz8+dR2W78tG15ZhknThCzan4WReKQLNJqw+fA6z7rsG0387jkHRkfjxqetgNnEoq7Jg/Bd70KtNOHKLr2BvRiG+nDgA205dxMx7YvHGr8eRll+KaXf2wrRVR3FXXDtkXyrHgcwivH13b7RtGow+HZri9yPnsGhHBsb274D/bTiFp2/ugp3pBaissWH6Xb1QUmlBkyA/DIhyJhlYc+w8eB7YcjIfZwrKsfDh/njj12O4qXsLhAb6YXSftpLUyFp8tzsTb/+RjNfujMH79nBpb4zqheTcYnz0YD+s2J+N5mGBuK13a8l5PM9jZeJZjLymrWKlr6SyBq+vPoasSxU4dq4YfiYhRvaQ7i3w6cP9qT4jNCprrLj7k51Iyy9DVPMQRIQEoNpiQ5eWoThy9jImXR+Fsf07OPpjLf46motnfxBMJVqEBUqccfu0b4rfnrkRZhOHKosVr60+htWHziEkwIyKais6RgZjTL8OGBnbRuLQ++nfaVjwdzqeHtoFC/5Od2zf8tIwnL98BRO+3kfVnHeICMbovm2x7vgFZF2qQMfIYPRsHY4jZy8jqnkourUMQ+qFElwoqUSP1uH47/g4tAgLxPM/Hpb4tHCcYAZyU7cW+PjBfggOMKPGatN0gH/khmjMuCcW209dxCR7BCFAEFZfur0n2jULRmllDRIzizCcUFgkHD2P+RtPokVYIPJLqxAZGoAAswkXy6rw13M3YUdaAW6NaaWplAKEtvvv5Yc0j9FDL9qPK4zo1Qrv398Xy/Zm4embu2DuupNYuifTULSKuWP74mBWEX5POocPxvaF2cQhMiQAbZoGoUvLMFisNlw/52+M7tMWM+6J1b+gl3HFTMITYXg8gDtkwvAgnuefkx33FICnAKBTp04DsrLozkgMBoPBYDAYDIY3qBObYQA5AMg1mA4AcuUH8Tz/Fc/z8TzPx7ds6fmyGoPBYDAYDAaD4S080Qz7ATgF4FYA5wAcAPAwz/OqcbU4jrsIgKmGGy8tAOhnLWA0dlg7YejB2gjDCKydNG6ieJ43pIV1O84wz/MWjuOeBbAeQmi1b7QEYfs5TDXciOE4LtHokgWj8cLaCUMP1kYYRmDthGEUj5Ju8Dy/BsAaL5WFwWAwGAwGg8GoU3ySjpnBYDAYDAaDwagPMGGYUZd85esCMBoErJ0w9GBthGEE1k4YhvAoHTODwWAwGAwGg9GQYZphBoPBYDAYDEajhQnDDAaDwWAwGIxGCxOGGzEcx3XkOG4Lx3EpHMclcxz3gn17JMdxGzmOS7P/jrBv5ziOW8BxXDrHcUc5jutv3z6c47gjxE8lx3H3qdxzsv26aRzHTbZvC5edX8Bx3Ecq5w/gOO6YvQwLOCI/Ncdxz3Ecd9L+LHO9XV+NlQbaTt7lOO4sx3Flsu1P29vPEY7jdnIc19ubddVYaWhthOO4EI7jEjiOS7WXdw6xL5DjuJ/sZdvHcVy092uscXKVtZMPifNPcRx3uTbqjFFH8DzPfhrpD4C2APrb/w6HkESlN4C5AKbZt08D8IH971EA1gLgAFwHYB/lmpEACgGEqOzLsP+OsP8dQTnuIIChKmXeD+B6exnWArjTvn04gE0AAu3/t/J1/V4tPw20nVxnL3eZbHsT4u97AKzzdf1eDT8NrY0ACAEw3P53AIAdRF/ybwBf2P9+EMBPvq7fq+XnamonsuOeg5Brwed1zH7c+2Ga4UYMz/PneZ4/ZP+7FEAKgPYA7gXwnf2w7wCIM+57ASzlBfYCaMZxXFvZZccBWMvzfAXllncA2MjzfCHP80UANgIYSR7AcVx3AK0gdDqQ7WsLQZjZwws90FKibFMAzOF5vsr+PPlG64GhTUNrJ/Zy7uV5/jxlewnxbygA5kHsBRpaG+F5voLn+S32v6sBHALQgSibWOZfANzKcc4VKIb7XGXthOQhAD9qPjyjXsOEYQYAwL4U2A/APgCtRUHC/ruV/bD2AM4Sp+XYt5E8CPVOwcj5D0HQxNCElPb2c2jn9wAwxL6suY3juIEqZWB4QANpJ5pwHPcMx3GnIWijnnf1fIY2Da2NcBzXDMDdADbLr83zvAVAMYDmWtdguM5V0E7E7VEAOgP4W+t8Rv2GCcMMcBwXBmAVgBdlmjPFoZRtjg7EPmPvAyFFt8vn29Hq2LTO94OwDHYdgJcBrGTaHO/SgNqJJjzPL+R5viuAVwG86c41GHQaWhvhOM7PfswCnuczXLg2wwOuknZCnv8Lz/NWrWsw6jdMGG7kcBznD6FTWs7z/Gr75jxxKcr+WzQ5yAHQkTi9A4Bc4v8HAPzK83yN/dzBhIPBPXrncxwXB8CP5/mD9v/NxPkz7ed3UDk/B8Bq+3LafgA2AC3cqBIGhQbWToyyAs7lWIaHNNA28hWANJ7nSecpx7XtQlBTCDapDC9wFbUTEbcn5ox6RF0YJrOf+vkDYda8FMBHsu3zIHVmmGv/ezSkzgz7Zefthd3ZQOV+kQDOQNDgRtj/jiT2zwHwjk6ZD9jvLTrQjbJvfxrATPvfPSAsjXG+ruOr4achthPiWLkDXXfi77sBJPq6fq+Gn4bYRgDMhiCUmWTbn4HUgW6lr+v3avm5mtqJfV9PAJlsrGn4Pz4vAPvx4csHboKwZHQUwBH7zygI9nGbAaTZf0faj+cALARwGsAxAPHEtaIBnKN1GLJ7PgYg3f7zqGxfBoAYnfPjARy3l+FTsROC4On7vX3fIQC3+Lp+r5afBtpO5kLQCtnsv2fYt38MINn+DFsAxPq6fq+Gn4bWRiBoCHkIDlxieZ+w7wsC8LP9uvsBdPF1/V4tP1dTO7HvnwHBcdvndct+PPup03TMLVq04KOjo+vsfgwGg8FgMBiMxsfBgwcLeJ5vaeRYv9ouDEl0dDQSExPr8pYMBoPBYDAYjEYGx3FZRo9lDnQMBoPBYDAMcSCzEElnWbI1xtVFnWqGGQwGg8FgNFzGf7EHAJA5Z7SPS8JgeA+mGWYwGAwGg8FgNFqYMMxgMBgMBoPBaLQwYZjBYDAYDEaDorC8GiWVNb4uBuMqgQnDDAaDwWAwGhT9Z21E/KxNvi4G4yqBCcMMBoPBYDAaHNVWm6+LwLhKYMIwg8FgMBgMBqPRwoRhBoPBYDAYDEajhQnDDAaj3pB9qcLXRWAwGAxGI4MJwwwGo16wK70AQ+dtwa+Hc3xdFAaDwWA0IpgwzGAw6gUnL5QCAJLOFvu4JAwGg8FoTDBhmMFg1As4ztclYDAYDEZjhAnDDAajXpByvgQAkF3I7IYZDAaDUXcwYZjBYNQLViYKtsJ/p+b7uCQMBoPBaEwwYZjBYDAYDIbLlFbWgOd5XxeDwfAYJgwzGAwGg8FwibIqC/rM2IAP1p30dVEYDI9hwjCDwWAw6h0llTUY9/luZF0q93VRGBSqLUIq5GV7Mn1aDgbDGzBhmMFgMLzEv5cfRMLR874uxlXB+uMXkJhVhI83p/m6KAwNmJEE42qACcMMhg/IK6nE8XMsnu7VxppjF/DMD4d8XYyrCg4s5l59hpkMM64G/HxdAAajMTJs3lZcqbEic85oXxeFwaiXMBmrfsMc5xhXE0wzzGD4gCs1Vl8XgcGo39hlLZaMpX7CRGHG1QQThhkMBoNRb2Gy8NVFeZXF10VgMBQwYZjBYDAY9Q6e6R7rNe5YSRw/V4zYt9djzTHmZMqoXzBhmMEwgM3GIzGzEFYbG6Bd4cUVhzHx632+LgajAcPMJOon4mTFlUnLkbOXAQA70gpqpUwMhrswYZjBMMDqw+cw7os9GPzeZl8XRUJljRV5JZVev25BWRXWJ1/w+Dq/HcllAx/DLc4VXfF1ERgazLMn26issRk+x2ZXJ5uZ5MGoZ7AmyWAY4MjZIgCCkFifmPzN/loR0B/5dj/+tewgSitrvH7t+sTYz3dj6Nwtvi4Gg8KCv9MBsNBq9ZWfD+a4fI64smZm6n5GPcOj0Gocx2UCKAVgBWDheT7eG4ViMOob9XVA3nemEICQGjUs0HuRErMvVQAAbMaVPg2Sg1lFvi4CgyHhRG4JYtqEw2Sqn32OJ4hWZp48m9XG4+nvD3qpRAyGgDc0w8N5nr+WCcIMhu+45u31vi4Cg1Er7DpdgPT8UpQ1gigEqRdKMGrBDny06ZSvi1Ir2LygGb5QUomNJ/K8VSRDXKm2Nor215hhZhIMn1NcUYOHF+3FhWLv2756C+bZXne0CAv0dRGuGorKqzHl+4Mormi45i45RVcwYv52XGMgCsGpvFJYrA13OUPsAw/bHc1cYV/GJURPS8DZwgpvF8trWB02w+4Lw0F+dS+23LdwV6NXODyz/BCeXJro62LUGp62Kh7ABo7jDnIc95Q3CsRofKw6lIPdpy/hi22nfV0Uhh1fiv6Rof4+vPvVxeKdGVh7/AKW7sn0dVG8wo60i6r7zhSU4/YPt2Pe+pNeuVdZlcVhLlRXmOwaU3fClok2vHsyLnmzSG6Tnl+K6GkJOHmh1LFNtBnmGojNcPalCiQcPY+TeaX6BzdQfj9yDl/vPKN7XMKx83Wuka9LPDUyvJHn+VyO41oB2MhxXCrP89vJA+xC8lMA0KlTJw9vx2A0bC6VVWHYvK2+LoYmFdUWlFbalwQbxpjFUCG/RHD4rG5g2lK1VL9aQuLFUuFZvWUH/vCivTiaU1ynKdMdwvBVsBK15pgQjeavo7no2aYnAKeZhJ8HmuG6rJmh865+59oXVhwBADx+U2cfl8S3eKQZ5nk+1/47H8CvAAZRjvmK5/l4nufjW7Zs6cntGAyP4XkeTy1NxLZT6hqm2mRzSj5KCdsztUHfl+ReJkJa1b/iMVxA1BZuTsn3cUm8g9bnIiob5YfsOX0JL/2c5PK9juYUu3yOp4gyopbjao3Vhlv+uxWbZFq6etiVAJCWSzST8MSBTv6c9bEPbYjUNLAJs7dxWxjmOC6U47hw8W8AtwM47q2CMRi1gdXGY8OJPEz+Zr9L53mrvy2qqK6V63oTX5Qp61K5T+/vDdLzr96l1LpGrQ1oaUxF8UouHD20aC9+cSMMmC+oqLYCcMbjpXGprBoZBeV447dj1P21uZizwYXY4473QbwzbzjQyduAq/1Fcm4xS55E4cON3nXaFFdqGgqeaIZbA9jJcVwSgP0AEnieX+edYjEAYUk9elqCpp0cwzV83QU2EFM5J3VU3pTzDV+QzKpj+9LGiBHNsEhFtQXR0xKIc3399evzhN1ByUhRffE4Ty0zHtKM1tdZ7EKo1ZPCe3Bq6oUSjF6wE/M3eseu/GrirJeS3KTnl2LZnkwMfHeTS5MnX+O2MMzzfAbP83H2n1ie59/1ZsEYwNFzwjLd4h36xu0MY/h6PDTJRghvFqchDPZqNLhJAgWmbPIealWpXcWc5BiJuQ+Azq+taTCpwQ9kFaruE7+V/NIqnL5YVkclch+yWxIdsBZsTnP5OtHTEjD1pyOK78yVzy7PbkPvCxOY+s6Vaiv2ZlzC+C92e2QyMWL+dkz/PRkAsPt0/XDmNAILrcZwm93pBYifvRHlPoi/uD75glvLMFrLj1rUlpzjTQHWW5fyhUznC1lYbnPpKQ15MtJQMKIZ1pqUNJTU4JrPSfxNa8P1pRXSIkZc9DCD5+rD564K50JPGfv5bvywL9ur19yUkocHv9qLA5lFXgtzml2Pw/zJYcJwfaaef/MfrD+JgrJqnPIw7IyrWsHKGiv+tewg/rm47rQ83pJz5ANEfXzFX27LqPN7kvUS1Ty0Tu75hJdjZl6psXrtWr8fOYeEo9oxdV2hPrYzLdQmFlomY/JupDHMTXjJ3/awZW5c53B2EdJqKXwYWcbLXoh37YkDndOu3N17149GdTCrCK//SrcZ9wbeekxLA1ouY8Iww2PqurmLH2om4XRFknK+BFtO0r3naZphnufx3poUpOd7Z8nRYrWpBr6XO1F7s2/11qX0EhvUBmS19GwTVuf39wbJuSVeu9YLK47gmR8Oee16DQ21tmwoC1g9EVhqDeJjofVn7sTwHfPZbtz24XbNY9x1iPL265CHznPl8p6aY/2wX6mNXbE/G3kl9TdhlDt4S/teXyYPRmDCMMNtfGXm6VwOpX9od368A49+ewDp+WWKTop2yrnLV/DV9gw88q1rESbU+GpHBobM3UK155PbDHuTWul4PPFzcUVjcxXYDMdHRTj+zilqOMuD9RG1pqNly8hxUpvhht6mLpZWYeGWdM1jyHqqbSfUYfUk5u5zPx722b3lSVgullZh2upjeOTbA5rnJecWY289SYZiBG8NJdWWhhOurdELwyWVNaj04vJmbdDQO3WjuGq0rxceZ8T8bRj83mbJNi2bYa0OwJXMO/syBOeXtDylMCx/l/XN/s1itbm03L8rvUA1pJgrK2RkvdRHZcLEr/fh9g+3aR5DauTqm21qQ9LQAMD3e7Oo22usRkKrCe24sLxhpaCuski/u4HvbsK89ScVq0wcyHbmNBtJOS+sTJRVuv/cy1TqHQDKq+vnOOlO03a3302QrZqJY9AlHVvo0Qt24sGv9rp1T3f5OzUP0dMSUOCGnba3eot9ZwpxwosrZrVJoxeG+87YgJjp3osIV1FtQX5p/VwyqbHa8MG6VBzO9k6GJm9xtlDw+l7uokOAO+ZIWqeoCQxnCspd6lDEhB5Pf68fhqi+mUmI2Yic19S+6oTF+zBiPn151TVbvvo949uRVoBTlMkNCfm8HuQUkLBwSzrWHffcbCX1QsMKXZfuRpQEckL1xq/H8cCXe7xYIu9QVF6tOolX06JpfUZ7MwoVSoTtxETsj6Rcl7Rz039zpgrgeR7R0xIw8N1Nhs8ncSZBoT/A6YtlKPaCDfG5y8ZDgnnaz+TIwo/VhqKqpLIGpR5MaES+2ZkJAG4Jo96cPB8+W7/kDTUavTAs59zlK3jllyS3tcV3LdiJQe9u1j/QB6xMPIvPt57GmM92o7C8Wv8Eg3j63RSW111wbt4+LpCdmJ6NnVUrHZSLuGPPZxRv9F9yzYe3woG+vzZF+2BSM+z+LX1KbZR73vqTePr7xmc7XFapbhts05kF8+Dx19FcbxfJYz7bmo5+sza6nvBH1rIUq0uy6vg7VfCXWHngLJ7/8TD6z9roclkBp7ObaCtsdnGGJxc8t6RK/Thu/d823Ltwp1tlI1nlRkKVXemX8OwPh3Q1ukbx1rdfWWNF3xkb0GfGBo/tkMV28v3eLJfNFbzZl9V3RYcAZnfuAAAgAElEQVQIE4ZlvJeQgpWJObhv4S7dTpdGRgHdqcsTSist2H7qosJxwFWqapwfhC/CoalB2tEOm7cFS/dkah5Pdv6udmZamk61Pd6085WPJ8fO1e94l554A5PvyZsRKg5lF9XLZX+ySL6IY1rfzb1coUNEsOq+FQfOUreL3ynP1+6k0x2uVFsxd52Q6GFnegHVFtjTFt0yPBAA8OKI7gCARHusYkNOhxTk5XE7a5z9QptSlKZmmV5IVEOavlltPBZsTkOJimaVfIS/jp7HgNnuab0d19PYd7miGlNXHtE4Qgm5Si038XOXDSfy8NSyRBRX1CgmJGp4s3+tZ5+iKkwYluFnFt5c6oVS/J50zselETiYVYRJ3+zH2M93e3QdslHqxdvleR6/Hs6pEwN4cuDKvFSBt+wBu41g5JPdne5cNqQ9tt636s2BVT5LHv/FHq9NTH497P2UsxYPtOKu2OWRtVKj0eY2ncjD/Z/txvdejrHpDcgBxFWTH0/JulSOmOnr8HMiXVBsaPhpaCH/0OmXvT1P8oZgIP8W5q1XZkBTTUFt8PbXdWkOAOjcwjuhCeVjhKvdoNNMwr3zjULO1zel5GH+xlOY/deJ2rmZCrR3dO3MjVh96BwW76j7UJWAdNzaevIi3l+bgkeXHFAko6HhzYhoDUQWbnzC8OIdGThy9rLq/tBAP8ffmQV15xG+ZNcZZNaCVpmEbJR6Heza4xfwn5+SMF8jX7m3OjdX7Stpue61eJiIR+xO0g1vfsy0Oiuq8I7JyqurvB93Us9JUQtXqprsuBfvPKN6nBjE/bSHYfBqQ7Psy5Ca39jrbN3xhpP+VAutqtyboZ6dTTzXm98sTXCtFQy2H6PPtv+Mdj3p4bEw7NHdjUN+yz/ZVw28FSZTF/tDavmU+CrxhHxc3WOPZmFEweVJvy+HaYbrKbMTUnDfwl2q+8kGVFdLsVeqrZjx5wmFw4e3Iw3wKn/TyLA7sHyx7bSLV3YdT8wQalz8aN0pqavFC/RT/6zqe7+gZ49YW6xUWfquLWrjudzNbugNvtsjRAFwxZnoasOhifTye9CKsOBNjPb3ysQ9yvP2nL7ksQmC6NjsuK+bvRfP8/hsazq+31s7qyXkdyfaSx/Kpiu86nv/6008eVavCsMNpNYbnTCsB/ni6krTI3ZmanZOXrsP8Tx6A3dBmfcc7PTwZOaotaROw52P3NWPWVMYplyqPpm/erPbcuW55I57anhLy+BulSfnqtsC+1IYFmloUSNo7Dl9yXB7IKm1QdfAa7XZeJdDQ7p7eyOZ9mjOVxarzSWnLE/N8ki+2l57pgJB/uZau7Y38FW/4Il5n7vCME2GYZrhBoordrUNGb1Hu6Z907opCFz/aMmyV7s4AL3yy1HFNWjXJXH1Y9byuqYN2HXdzuTxTEkUWiePokm4d/KN3ZqrX9OFS76/JgXR0xJUruNe2UYv2IkslcyHWpMghnEeWrQXGRfVTcbuu7Yddbuk6XpxADbSUp5Ymojub6xV3W9EUFdrkie9NMGZt/4kBr+32e0ICp4INbUpD9H627iOzeqkIEbeq3yIqqyxYvsp9bTi3sKTR3XXcZpmq13fnFnVYL23DHLJ/moThXmN/+S0axqkez1Xm3hybjHmrU9VCCKefCuuOvjRHHPE+19Q0ZqQxe3bQX+SoGn2Qdm153TdZSZamXgWPd9cp8ikJKJIF+3BV+CuIG3RSKzgCl9qaKM8uYOafWDzsEAPrsowSpum6pEmAP1298KKw7qZ3UiMTFb/Nuilr0XxFfrK4G+HXXPkFqJpKLfvOi04Eg+YvcmQE5UcrW46gxIX2mm24vKtXCKJ8AEa3rMlAODhQR1r96Yu8CORwrmi2oKY6esw6Zv9OJVXu6s4noyrWm3+YmmVJNkLCS0xS8MQhZkwrIlag1i8I0MSocBdoqcl4JkfDqnOLmuzE9Gb+FntNw8we6+JPPjlXizcchpVMgHWdQc6J64uTY68po1rN4M0ooIR+2atQ2jn/1mHMVHX2Jef0y/SO2J5W/SkDbqr8a4LTbkn97hS7XpyBF/Rq20TXxfB66h9X5LY4Rrn/34kF/PWn8SK/cZsWOtq5SY4gL7cvy5Z6hQpf/7ddiFXr2ci+55EN8J0amn4bv9QmXinrmxFt5x0CmYRoQEA6u5bNCJwxrZzfoN5Jc6JdKlGLG3v4H79aykk7vpkByZ+TY+VTbtjA1EMM2FYjpG0sLMTUiQRCjwh4ajn2aWMQkZe0OssRJuhZiH+qseoOSmoId5SLgx70mlqpWclKb5Sg8sV1WgarP48aswiln6M3E1r0KDtad9MW9MFCOU3Yselt/yvew2FZth93D1Xa4nOnY6VVieeDJZq8XxdFZomfr0P65O9G/1BXj8twgIcf7sTN70+ojd5NrqaMW21segreq/V06gNRu+jxmNLEiWRiIw8f7CLdrY8z2v20lrfLI+6WypffUjQosvHGBFfOHOFEJOcUOJvb2SpPFNLEai0+jJRoKf1J7T3zIThBgBtkCRnz7qZjjwYUY0MTN5uRGTwdb0OU/wY8kv17cuMLmuL97fItLmuZjYi692omUTcOxtw7cyNbglopObBU2jvtGNEiOY5NVYb4t7ZgOm/H9c8DtDX+O+wp2olE7BIyif735M27u6pWgK7O3GvN6V4voRNolY6V543MbMQO9IK8K9lypTd7kSEuKlbCwBA5+bSGLM7iNS81vqounYDNYFG3O7tx9Sb5BzNcU0p4O59RGjP76qW0dXv2qZieqFFbrHQjn8/klvnfhF/JtXNapuRKiEfnawFbyRzevnnJNV98mHVlXdgxGbYk/ZaH2nkwrByG/na9NqDq85bJDUGkhm4039oCRIfb05z/K13e1ce7f21qcYPhvJDW33I/WQRrppJ0N+59scq6VQMvBQt0xJaB9i6ibZ9tqjl+N2A7aBeB3VDV8E5TW0CIi+fR0OYmydrZW8T25ormR5zipT20Z4MzmoCuSv21T/uVw8ld0bDeUwNk/19qmnEAO+GS/IlanNnV1Ksu4JeU3F1Mq+G0TZJa2dGVjSl13ANi83mcp2KNrEFZVWO1M51RdeWYdTtvtZSku/GG2XRmuDKry+O+UbevRFlHe3ezEyigfI5JYbuSiKDk97g5klsVHJ5X8u73xXeX5OCrq+vMXQ9vY7XlYFTK4kJDYvEXINHiataDeJvVyckL/502KXjAdedKidc10l1H5nURaRDpLaZhPgujGgS9N7rgUxhSVdtAuPNOMPejpNNauCKXUhUUkFx6vDkudQmYK5ck7QjlONO1j9R0ycXhpuHEmYSV4lmWG905fUPcQm9eiOdci8aWElToy5fj6uaYXcmUt5MY+8qavbXvobsE71RP1pCq1zJ423NMFWx1EAEXxqNWhimvThSMNObHZ3W0OBc1hmsyfi4ot2gvHG52rBE7/nyKn1hWO+78FZWNBqkmYSaIGy0s3ZVM1xpNw9oFe70/JdqVbRNZ4wUS0sz3JYSpaOwXLuuxf1G2oNe+cRJmJqtmbKDrhsziSHdW8jOVZ486Run04YrpaJpSz2RO1YcoDteufK8tHYg4k40DfHe8okwqb2pi9TqdYGqZtj++0q11asLs3pygdnk/N6f/l5p9mIUT4RhuWZYrsXNulTuUgZSORYbX+8FHVpEC09w1cb+pZ+T8MwPhxTb1a7ijfrUKqJCM2x/6UZua2TyY9hMor43HDuNWhjWm5nptYcmQUotn8i1MzdqnksKce0MOFC5ghFB8vIVbQHsNYPOJSKuCKWkVvyr7fQMd1p1L4kz7OYAr2YLTROcSO2zt7WdAPDsD9ra6jMFQidvpO/R68QCdGLhGgnobxRXTjVxHOI6NEWXFoLNKy15xBVCw+tKuVo3UYY888QWWi0dsCttg3xN8nfmToxP8d7y78FKfGsbTuS5fN36iJ5Z07nLV1BkcFm+2mJTDTNoFFIznHT2stvmKJ5o7jlwmsJVpcxHwNU7Wa28qumBGnW9EvEM0Y8eP0c3tXJFLDPyHWYRqZZ/OZhDdYgn+xqJmYQXpmxadawUho1f10gbph1DeyIvWRHVOo1WGN6dXiB5cdHTEhRe4nqDW7WOBkfN6xxw5gkHgEtezvZmpNFP/Hq/14K5A8A4F7IVkQN2s+AA6jFGO1JvZ32iLamTGLLH8/IYID5izzbh+sfq3NysMwFUmEno3tF+X0qjc0XgtPE8TCYO8dERAKCIg8rzvGSiohbrV2TdcWeUBtJUwHk/6f+uCjA0rZErlyD7FvnSujvClFjV1VabpN7JAV2caDR0Ptx0irrdnc/uzd+OYei8Laoxfo1A2gxbbDyW7M506zre6jZUr+PiChdJjc1GjdGuhRvWPh4RYPYsdJwcI9/hRhcnmN6229e6nsJMwoV7G3G2pV2OpgVuKL4KjVYYfnjxPkWn8eqqo5L/9d6hnm1uzPR1qvteWHHE8feMP5MBeK8ztPE8lu7J1E29ecdH2/HIt/sV0R3kVFTr2/QmaTg9yTlOpLTtEEHXimt+QKRm2AsJGsjvXk/ISs4tcena3gidJ9aFEcFfr8PTG9DkZitGB03a+3KlE+R5QTs8YXAUAKXpyK8y58Hzxdpt+/OtzqQK1GqTFU0vPFb/TtKMVpcopi0nXGgbWlWzbG+mYtu64+c1+xvxPfG8dOWFfAd15WHfkBC/Tz2zNi38zNJvKr9U2TaNrBp4pBkminD8XLFCQ2e18ZKPWas8heXVWLxDmrDGauOxz8UQckafx92MeHKM2Am7smRvxHY/yE95z3nr1R3KyegurvLtrjNIvVCCUiLlsWYVq5hJ7M8sNBCCU//ZjSqiPtqUpn9QPaDOheGqqio8/vjjiIqKQnh4OPr164e1a51pLDdv3oyYmBiEhIRg+PDhyMrKkpz72GOPoUmTJmjTpg3mz5/v2Ld8+XKEhYU5fkJCQsBxHA4eVLfh+n31Lzi36GlkfzgeuYunwHw2UbJf71sur/JO0Gxve9peLK3CW78nY/B7m3WP3XryImYnpGgek3JeOcj/ner+kms7IoOUWhUbHRc8sYMso7y/eetP6p63eEcGCsqqVDsUcqCRh0OTC3VGEDsxIzGVLTYelTVWPPTVXqpjo9ZYsImi5TBqO04bOD7bKjWB0eo8bTwPEwdHHOiXf5FOTF39Rs4WOTXLtEH5vTXSNq83sZWbl3y/N0vyf/alCnywTjkInikoRzGl7GTbkWeioplhPP39IcS+tV61fOQzkoOllefRs7WwonBDtxaK80iKr9RIzlXjYFaRR2YmtYU7RRIzZhnxs1BDEYGFF1YFXRWwjdap2mG/HxEmO0t2Z0oUDoDyG1i2J0s1A1r/WRsVY8LSPVmaMedp6CljRMgVn8+2pmOaTCllFCMOaf/8Wpkf4A+VSaKRyTxNt7Bwy2mJgom8CtlPkuPE2mPnseWkdgjId/48gTs/3iEZ8zSjScj+Fx/nlV+OakazAYz5LWw6kafMJkv8Pef+PgCEPvDnRPeDDdQVdS4MWywWdOzYEdu2bUNxcTFmzZqFBx54AJmZmSgoKMD999+PWbNmobCwEPHx8fjHP/7hOHfGjBlIS0tDVlYWtmzZgrlz52LdOkH7OmHCBJSVlTl+PvvsM3Tp0gX9+/enl6O0AOs+fRORtzyBji+uRLPhj+Gj15+DtdwpQFzR0YgeyNRfiknMLMTEr/e5FHHhYmkVoqcl4LEliYp90dMSED0tQZKCUk56vtKRYG+GespfvWW9sZ/vUWyjlY2mEQEEIeh/G5xCptoypytlIq/tLuftS/FkpxQZEoBD2dL32ilSGgd4dkIK4mdvwpjP6KYhZP/w4ojujr+zL1Xg651nqOcUaTjRWVQ0w7Rnj5+9Cf1mbsSejEt4+49kxX4tm+GjFDu7B7/aix5vrsUrvyQhelqC6iSoxsJj/sZTOEgsT8rfYfc31uIvlWx7Np4Hx3FoQiRFeXGF0wYwNFCpgdl4Ig8Tv96HmOlrFRM20iGPNtglyWLDPvLtAfy4P1tVIJGHzyLDFAJSgdbfrimMnpaA4f/diriZGxTXI29DOgZqoZfYQGTA7E04YNf+WG08Wtltpv+17CCOaazgxL2zAX1mbNBcXdidXoCxn+/GSz9rCyxie9HqpwDgoa/2InpagkvC9c09WlK3GxW+aMygfCskNJM3nucRPS1BMQmy2XjETF8n8Rvx1Lwqr6QS0dMS1G1hZZKP3PTmrk92Slbv9p0pxAQXEkd9vvU07u7bDgAQYVAozjRoi01GcJq77iRWHDhba9EraMqT5388TB2f5d/bw4OVUYLUbtntjbXU7aRmmpz0Tll+CI9+e0BxvFzhxvNSIZ0c65fuyUT0tATHM8q14OSEKPOSdvhGmgJBPhmatvoY7vhIlnmQuGUPwqxPrtyoj9S5MBwaGooZM2YgOjoaJpMJd911Fzp37oyDBw9i9erViI2Nxfjx4xEUFIQZM2YgKSkJqalCZ7N06VJMnz4dERER6NWrF5588kksWbKEep/vvvsOkyZNUl0WsZZegikoFMFd48FxHEK6DgTnHwjLZeey9m9HtJcVjWR/GffFHuxIK8B9C3epHhPXUboEezhbX8heuidLdd/mVOcMUxxkHvxqr+rxoubIUz5YS9eqrjhwFp/87Vy2PphVhHz7wKU2AHywLpUaHxaQCq81HmiGac5yPyWexf2f7ZYIBJGhAYpoB4B6SDmyDw0NcDpZai1N9pul7nApliVLNrhcUbFJF7fTJnNk2eRCTwcVR85qiw0rE4VY0LRJEADEzdyABZvTMFbHdvzZHw5Tk0rYeEHLQg605PdH+46fXJqIHWkFqKyx4c6Pd0jL08H5TdHs+mhZ/15bfQyPUAYkkpdu70HdHkHYJRvR4JODzbCeUuGun8wkwxCyWx7KKnIMmmRd3P3pTt1LHdFIIiE6pq3SiQ0utpd7Nfo9i9Xm8J3Yc1p9sk4S17GZ6lf0fxoJCPTILtQW3GgTeFEZklMkbc/uOEACzm9z2p0xWPmv6yX7XrI/212f6L8/AGgSpC+wuhIGbjjRRre+NNzweUb4fq8yOoueMEz7RnamS00Q5BMsrQnX8z8qnZjlZWgS5K9QJoQbqGfytmRISCMrBzTFllr7eut3YUInKr60nKGjmmsneqLdIypSec6pvDLVFQZXbcx9jc9thvPy8nDq1CnExsYiOTkZcXFxjn2hoaHo2rUrkpOTUVRUhNzcXMn+uLg4JCcrZ/RZWVnYvn07Jk2apHrfgDbdENW1OyrS9oG3WVGZvhec2R/+LTtLjtNygvMWcvscWixaOd1aqXv2kraB4jLggKgIx7bMOaOROWc0Pn7wWgD0GW+4RqQMQBkKCwAC/enNqYpSh6KJgiggTrwuCmfeH4WnhnZxHKNnFwrQtaNxHZrqngc4NQm0PjKdCNNj43n4mTjcEdva0HVJoZe8tKcZ2VqGS6Mi6NkHB1Ls2ciQXnL7Z/GdL3ioH7745wC3ykqiFkuXpgUX0r1yqpPXlmHCs7vTv4ZQbAlFk4E3RvWSbN92Sj3bYHxUBEZe04a6Txxo3xjVC5881E+3TOSri5ZljRO99t8b00eyvU979XbNg5dMJNo2C3YsoQYHmF1Kv3tFw4mUTO+sxeg+bQHQ+wmRcuI+eracz9/SDf+I7wgO6kKN3vcZo+GAekuvVoptI2Od77p1uDIUXqDKKgtNq2bk0xfPi4oMwaDOkZJ9w3sqyyc51yZ8b+J7NmKvK+9PAGD6Xb0l/695fghCAszo2jIMPHhEhgagaYg/XhnZU/f6asgnfzRzQy1hOCLEH9fKFEi0FSu5skNeJd8+MtDx933XtlOcLwqE98S1w1/P3UQtC21SLYe87U+EFtyI9psmC+id5wihJvukyPP0IlnQxhYeQPdWYfj3sK6q55HX9TP5XLx0CZ+WtqamBhMmTMDkyZMRExODsrIyNG0q7fCbNm2K0tJSlJWVOf6X75OzdOlSDBkyBJ07d1bsE+FMZjwyaRLK1s3Hufn3o2TN//D5F59jyVM3IXPOaHS0J0Jwd5a/eFI8xvbv4Ajr1FnmyR1NzMzk9jnk4P315Hhs/r+bceCNEXhoUCe8OVoYvPWEVZEyu0PU3X2FwWn3tFsc+4Z0py83AkDvtk0QTwjQckRt05n3R2HDf4YCoM8c1coq76wnXR8FjuPw+qheWPrYIADGkhss+Dtd0ZkG+ZsxqHMk9r1+K1rYhagercOw4xWpRmP1oRy8tvqoY+mxV1un8EYKBBYrD7PJhC8nxjsmEhMGd6JGKZCXj3xOeUvq1ioMn00QzHho4b9ExE5MLQRXp8gQ7Hx1OJ67pRuevrkretufgya4DSWWmINkkxdReIppE46R17TBiZl3YNGkeMx/IM7RAfZoTZ+EiWEGJ14X5djWvlkwYtqE48z7o/DS7T0wqo9QHto4beMBse9MmTlSKD8hjIgTjNX/vhFbXhqGri2F70l8Z2qy1KDoSEQ1V0ZREAWqfwzqiJOzR2Lva7ciJMCMhwZ1pF5HLHO3VuF4dng3hVAuvpve7Zrg7rh2jnbyz+vo7YQU6OTv1cbz6BARjIcHd0LmnNE48/4oAFLtnBwbL9z792duBACEBZod1/UzcUiZNRL/GtpFVYAj0bKfNhmcjQTZhTLym9I+XrtcU2/viQ/G9dW0eScnFTd2a67YT0605dCirJDa/vYUR1+1Zfncy9qT+EduiEYYRcgRmwRtYtDcPgkR273iXAgmMaLm0oigRY+p7nwXt/dujd7tmsDEceDt5RNL9u9h3ZA5ZzTevru34hp6fPSPayX/0/r5jAL1mMEtwwOxU+aIRluxkidkkj/t8JhWODlb6GsCKZNFMSzh0B4tcY04EZVdxFWnxwuEgoc2SRd5/37pRFgtQgyJ6Iwu7lU4UUquob2iqnWPV0bGIHPOaHzxT2HskgjZxE3ljqX1HZ8JwzabDRMnTkRAQAA+/fRTAEBYWBhKSqTaqpKSEoSHhyMsLMzxv3yfnKVLl2Ly5MmO/7Ozsx2OddnzxwEArmQewfx338b2bVtRXV2Nbdu24a2XnkdkpWAm8egNgiBNi7Qg2g+20wicHxroh/89EId9r4/AkO4tFPY2HSND0K9TMwzt0VLRGYhN69tHB+LWXq3RtWUYWoYH4v37+2BMv/YAjHvqi9cWj6ZpiGidIs8D/mYTnripM0IpHy0PHmaToMkTbWrVikSTacWPjdaXiJ2E0eQDO9Kk2jweQqfeukkQEt8cgcw5o7HhPzejo0xYX7zzDH7cfxZPLROcLAvLq7DkUUFbYJUJK/I8GgF+JvW0vMS5iZlOuzB5x9kiLACj+rTFoM6RiskSiVgWeQclzt6fGtoFHSJC8H+398S0O2Pwx7M3OsotR0s4l2e6Cwnww229W+P+/h3wysgY3Na7tSTBAIkYhYLUigumD0IbefaW7hg/oKPkeUhEzTAgaDI7twiVLEk6BAUIE8vN/zcMmXNGY+0LQzD5+iiH45382cwmjq7lIK4X6GdGm6ZBaBbsr2riIDj4CeXzM3Ow8VLtifinXI7xM5moWRLJKpC/VyFpgvN/juOE59D4HMT6E/smi5V3XFfcJlxD/5uqqlEfKI32O+J9NL9hYpfR6wqaYf3jaF7+WmmT9VIq0/pINYGicwulUoA830/lPahp9ITznb9pj8/zQjsSvxkj1UmrcxPHOTR6Yp1w9rLxlLJp2emKk7cpMk2in6wzpQleoxfsVF2h4MAhjWI+IEerHYs4VweVZRD7KXG5n/aohpotcW2yfwnSWK0R7ymWS9Jf6PnJqJSJfEa1sev5WwUfF1rbOHauWJJoTKw7qcbZibfSlNcVPhGGeZ7H448/jry8PKxatQr+/sJAFhsbi6Qkp91XeXk5Tp8+jdjYWERERKBt27aS/UlJSYiNjZVce9euXcjNzcW4ceMc2zp16oSysjKcyMpHp6m/AACq8zLQb9D1iI+Ph8lkwsCBAzF48GBs2rQJgHNWQ/tQxVespTUO8HM2BLOJo2p/TBwHE6f0lBfbLK2jETsqo4OH/DjJICvej3KeEPcVMJs56nOSWgKx0auFYyGFH9G5SD5ISmeUwjOqDTby0gQHSLUspGDlCm/fHUs8i3QWLV/yCfAzocqA5lq0nRTLRSI+nh+lfZCI++QDqFiv8k6H9gzOe5ICnLJN0q4n4mfidDtiq+z6ZLWZNNqJfKA1mzjJ+9+VbreDoxSN49Trz2zi6MI3pII/oDfBgaPB+9vbZw1RPkfdyQrob+aoAiFZ9/I65QnBW8TEaXuOi/Unvjsbzzs0W6QwrNVnicfRbOkd5SbfrxttVlpmfW2XHI7jVG3vyVvRBA2OU09MoR9qiraNfk73Vto+GLTxgERLwFSrT5vdWVLMfmnEIZEqDJs4x6qHoxwcWbfKdqmG2J4+l0WV0Yt1LqLmE2E0Opp8hUMruyjtdYj9FNkf2nhe4sRopJ6zVOzRf9hHz2QJONuvWC7yLmrfilgv4vehdKCjX4M09RBjNdPjxktt6+UyUlmVRRKa1J+ZSegzZcoUpKSk4M8//0RwsPNFjBkzBsePH8eqVatQWVmJmTNnom/fvoiJiQEATJo0CbNnz0ZRURFSU1OxaNEiPPLII5Jrf/fddxg7dixVY1xOOBQFtu2Owwf24sgRId7v4cOHsWPHDvTt2xeAttApblEIE8Sx/sTs10wZrG02YfvWkxcdMUurLTZM/+244wOjdTRi+zK6PCMOoLTDxW/lcPZlXP/+Zjzw5R5MWCx4dydmFYEDpyqokcKL2TFDpJeBVi/iNWlPIc6K9RyR7u8vaMkVyVJ4Yx0mmZL50Rujcec1bYhncd779MVyJByTxgsONAuCE60zVBvn5NtJYVZLGFAVhkXNn+xhxUGfHvuXKI+Nvk9tsPIzmxTllKeeJgU/G89LruVnUm8nwiEfxt8AACAASURBVDuTHkte65tdZwDQbd3UtL+A0A7oWjjnfsezaAnDcH6P4nOQ5RPPk08khDpTTwftb6ZNlJUCkYlTf0bAWX8OzbCNV2i2TBwHnlcXYv0cwrC6mQR5ao3GUqtY51pCH/lajE7u/c2car9ACsk0cxAzxxkWxMQritDeofxbeGiQ4HtBqz/ySJOOZpjW74vPRt5y/IAOzv28UIf+GsKMHLpm2KmMEKuq2mJDUUU1ftiXrYjD7k6qXaMaQ62Jt9zkjYaRrHtiUWjvo9oi/X7OXCyHxcbjrk924h67I6qRVksquwZFO23BtaKfyN8jWT75e1u4RXBOF/tGtc+SvAZpWkg6NIuHvL82Fb8ezkHqhRJ8vvW0Y4wVTd0AZxpysTxjFu7ClpPOVVp/P9fbhi+pc2E4KysLX375JY4cOYI2bdo4zBeWL1+Oli1bYtWqVXjjjTcQERGBffv2YcWKFY5z33nnHXTt2hVRUVG4+eab8fLLL2PkyJGO/ZWVlVi5cqXEREKkxmrD4Wynl3RQpz547LmXMW7cOISHh2Ps2LF4/fXXcfvttwMgBjzqDImn7iMHB9JWjqYJsPL0XO/L9mY5OjyahsCsUi7VmLeiMGz/nxQmxL//SMrF+eJK7D9T6NDAAYJ3rpkTBLUf92cjeloCDmcXYdXBHHy+9bRjUNLS+AnblcKwsl455TFqg579mUS7u51pBZi/4aTEJEStj37+lm4ABCfC/W+McNh2vn13rESYEK+l5nEtLkfSBmZyUCZtbNWEWaOaYdqECqAPLn4qGlGpmYTwd3FFDRZsTnM8s9qE3t/EKUx65EIHWUarjZcMls62SzMb4CVirh9FSAToTpo07S9PTDTkwl/qhRLHAEV+Y/5mk4adunO1Qf4NllVZ8OgSIQpFhizCjFBnvHJVwP5/jZXH6sPnHHGLbTYefyTlUiPVaDnzivVHrgo4zF7s2xyTEZW+QpzYaGmGJXaHGpNVhzBscNJuVDMc6GdWLR95K3+5XZMdNZtnvbsbSSpzd5zgl0GWj9YvC+2M1iaE3/K+KyzQz+H7QfYtZEZKi82G7MIKxzU2pejHgbfYlGUQVysBIMO+JF5lsTliGMshv59d6QUor7Jg/5lCamx6EVqUATFkKInoYFlUXi2zS+XQMTLEYQ6mxmurj8JitcFq4+2KC+UxYv/k0MDaNexPfHcAoxYIEWrEb2pdsjOr5dGcYlTWWF22GSZlhPJqK2qsNokpHSD4XYj1WmO1obLGKim7POHPvPUnJZP4GqsNqRdKNKNJiNGd8gmBfNL1UXhiiNOu/j8/JWHkRzvwwbpURwKxNcecdeBH9DU8zytMV2hOp/UZY15YKnAcNxLAxwDMABbzPD9H75yoqCjNpYURI0Y4QqnJCQwMxDfffINvvvmGuj8oKAiXL0vDAvE8j80p+XhyWaLiY4gaMhbb//MC2lE8QsUP4M+kXJy/fAUdI0MwMDoSqw7lOD6cyxU1eG31MQzqHIGks8UST2uyM+YBpF4oxZaT+TicfRn3xLXD/jOFaNc0CPPG9VXE4EvLF5wCaQKdWK45a1MxZ22qQ9AebXeQk7No+xmM6d8es/46AUAmkBmYuJ04L5TltdXHAEA1ti4AbEsrgMXGI6p5CNLzyxDsb4bFxuMYJTbmb4fPYUPyBfxlzwDlTxjbi8svz/xwCM/9KHRUzUMDcKm8GoF+JsdgIzpGLbMLEnvPFOK1O2NwMKsIA6Ppzn9Tb++Jqbere0KLnePEr/fj7bt7O8LGTL1NGlJLzHzX400hnuSTQzpj0Y4zkmOaBvvjVF4ZoqcloHWTQNwTJ/VYJs0SjuYU463fj+PBgZ2wN+MS4qMjsCv9Em7u0dIRm7i00oKM/2fvvMOjqNY//p3d9BAIJfQSelOagAgiIqgodsWC196vXr1NfygWvDYsF3tHVGzIFbAhIL33HiBAGqSH9J5sOb8/Zs7smdkzZTe72YTM53l42OzOnDkzc8p73vOWM5XIKa0FAZHTafOEYYeL4OMNqUgtqMSfR/Nxw6hu2HuqRBGebXd6MW77bIdX1jmtbVq7TUBJVT3eXn0C4/u2R3ZpDSpUzotbUgqx4nAulu7PxuaThYooJrSey/Zl44vN6ejeNhqHssvQv2MrHMwqU3iZ2wUBBzJLvSZIXuB/QRC1QHN+PYK+HVthWLc2ctIAl5sgo6gayw/lYmtqIS7qn4CHv+Un4jldXI0jOeX4+6L9cli3c7q1RlK2OLHT7UTat4e/6B0/OFZlskPb059H85FSUIkle7Pw+JT++HJrhuK4Z39Owq70Yk2tbJ3Tja+3n8LX20/huhFd8cTUAdidXoz9mSW4ZUxP+flRzefhrDL8dlDsW9RPgAqCz/9yBFcN64K0M5VIzqvA+L4dUFnnkN/lmyuPo6behQn9OuDD9Sm478Le+PVgDrq3jVZouV5bcQy3je2JrSmFGNWzrRxqcFyf9vKk+cOu05g8sCNqHC4k55bjupHdsHh3Jvp2bKVwIntr1XEktIrk2lezlNY4cFDVLjY/NRk92sUotKa8eNp1Tpem5n/h9lNyuMppQztjeI94RWKCF345guS8CnRpE4UjOeWICrd59ZO4SLFtsgkrZnyyHY9O7ofSGo8AQxeQ93y1GzeM6o4daUVwu4m8sFZrWyvrnHhOCpuVWVwjZzhj+z2NBU+3sUuY97R11iWY9vYmr75a53Sj99N/KL7LL69FYaVY16M6Ai2FVYCYjVts1glz8lsb8PiU/nhPFdObhtzUc0ADxNB3WvF+1by39qTXdSh0PhrVMx77GIWaXoZZLViFHCDGXlezPa0I5/cRNci80IR3ceKS03kIEGMWm0E9tv7n2nN8ivdN29/Nn3rnIQCU71kdGacp4rcwLAiCHcCHAC4FkAVgtyAIvxJCjgaqcoFge2oR7l+o9DSdPqwLlh/KxdtrTuDtNSeQMXe613m0A8xdoZ1aERAH+x92adv+AJ44pzSoNu10OWW1mDG6By4/pzOIGxj18mq43ASzl4lZy3haR/U2H10x07SiPdpF48u7x+Kl349i44kz+HFPpiKcCytMqJ2OeJjRMFAOZpYaBtkvqxEH6W9UGbxYxz5Wc0AnOLoaZrUuR1RC9q70YllYN5MQhQcb1/HF3zxNeUdakexcAABL9irjrKoFYcBzrwCQX17ndQyN0EAHWHZCpqgD+l/y342m7oPyp9T2lu7zznw35zd+V9XaxjyUVYaqehfeXXvSK+kEpaCiTjEYs7E0abn/Uz07OkFsYLbYtNJ7t43xjsxA0yDzErXQ9KePfi/WSW2nx2q2K6RFARvfmArCgGc7kZfMhMJuI4rni/fx0DceAfzvP3pSsXdpEyWHENTKhKXm5wM5ijpSoW13erH8jOczyV1oLFT6nNVj1neqZ1JR58RrzLi3IikPPL7dcZobI5aFEDEeNEWdlZByOLtM1sTpwRtfJr6x3us73u6Dettci5VH8hRaQEB8Jp9tStM4Q4SXGGbPqRJ514BCx44Nx88o2jwlR2pnh+ZchmFzvBdc9H2vPaafsYwSbhdw+MXLUVBRi32nSjUXg4DvqXO12kag4AmotJ/207DNfvfWEXhi0QHub/5ArzfnmqG45gPtuNmBIqWgEhs57aIxEAQBI3rEa8bQv3GUxzRHL1EUjUjCk62aKg0xkxgLIIUQkkYIqQewCMC1galW4PiOI6j+5fxehueN6+MdmscsZoNNU1OK1lHhaBMT7hUflxcX08je6oPbRqFfx1a4UCP1qlrrsPmpyXj7luG4bIgYo/NaKd7iud3aIPXVK03dRyDo2NqzpWImzjIAjPAnOYEBWgsE9Rb1nGuGco8zy1XDumDaOaI239A72IBAx8LW0gwf1wiurgfbXtk03P7C2/6m4fP8ge0PUzmxZll4UVX0ygP4IblY1v/7Yu73b98ynPu9HgM6x3Fjx9Kwd76m020KPH/VEEWYtLvHJxqec+w/03DnBd7HXcGEGqThvfwweeXSOipMNyIMy0CdeMcAcE7XNlKZ+u/raG65V/jLeyYkKgSW60d2k2N0d4yLksd5LXbPnor5d44GAKz55yQAYqxhyvLHlfF2v7pnrG55av73sDKZyFszxLnnxwfH4cOZ/Gyxatjdpp3PTMGeZ6fi0JzLEB1ux1f3jMG1I7p5RbBgEQTPvQHQDSEKeBQ1vBCNat64aZjhMVrhKSnn926Hp1Xxz3n8Yyo/AZCahydpPwsePz86ARlzpyPt1StlM8KMudNx8pUr8N+bPeOSniyy5JHxPl2zKSD4m2NeEISbAEwjhNwv/X0HgPMJIY9pnTN69GiyZw8/g1Ww2JpSiKeXHsbp4moM7xGP8X3b46nLB2Le6hN4f10KNj55sWYjn/fncby3LgVtosPhdhNU1DkRFW7D5IEd8cr15+KJRfuxM70Y9U43BMnjdkxiWyy4e4wiM83hrDKvzE+9O8Riwd1jFANoemEVHly4BycLKvH4lP5eW/OUrJJqbDlZiIS4SNQ53YgOt8NmE9CpdSQGdRYF7Op6J654d7NiW/yzO87DZUP5SQO0OJFfgcve3sT97dfHJmCYFG946b4sPPtzEhLiItE2JgJDurZGRa0ThBAUVdbj7gmJ+GxTGl6+7hysOJyLb3eeRnS4HUVVdfjhgXEY2VM5IKUUVKLO6UK2lN0pMtyOOocLNQ4XIuw2xMdEYGzvdvhh12lsOF6AOy5IVGwffX//+XJiBV8ghOD2+TuxTZURK/mlaV4e6tmlNSiqrEPrqHDUOFySjaz4W/+OcXhzVTI+35yOG0d1V2TsOv7yNEVCjMo6JybMXSdrknk25lcP74pVSXncbeSkFy/3ilv6+spkLy9uyoK7R+P3Q7lYl1zgFcmkc+so7HhmCve8tDOVCs10VLgNCXGR+O6+cfhoQwraxITj040e7Vmv9jFY8cRExDCmA49+t8/LGREQ46cuuHuM3BdrHS7MWnIItQ43ap0udGgViZevO4cbJaDe6cZ1H25VbOtGhtnw1ozhuHRIJzyz9DCW7s9GhN0T5qxbfDR+fnSCQnisdbiwO6MYMRFhiLDb5NitbiJq1wZ2jkNkmB3V9U7c+9VuZJXUYHiPeJTXOJB2pgrPXDnYy1ypsLIOf/t+P7anFSEyzIa2MRHIk+z0/jtjOG48rztSCioxdZ7nufbuEIt1/5qkEKzv/3qPvEvTPjYCUeF2OFziuJNfXodBnePw0e2j0CehFb7ZniFvq/fv2Ap/PDER4XYb8str8Zf5OzXDUvXpEIuxvdth0e5MtI4K8zKfoVw7oiu2pRbpZjALswm4fmQ3/HIgR9f0ISEuEvHR4Yo6RYbZEB1hx2+PXegVDhEQTaxY7TqlX8dWeP+2kbKSoaSqHhlFVYqxJSm7DHVOF87r5XFkOpRViqd+OoRahwsZRdWIjbDL9qpf3jMGdQ4XHv6Wv/U8vEc87hmfiOukkJf55bVYn1yA2MgwpJ6pxEfrU+X779+xFX56eDwICO7+cjdX+3bHuF74z7VD5Xe/LbUQMz8XzQ+iwm0K7fbOZ6agU+souN0ES/Zl4bKhndE6Ksy0UxshBA9+sxf1Tjeev3oIOreOMq2IYDmRX4FnlyVhYv8OWJGUh6O55XhiSn98uD4Fvzw2AUO7mkuCpGbtsXy8vjIZ/TvF4faxPbElpRCPT+mvG5IskJwqqsLP+3PwxFTPjuDSfVkoqXag1uHCifwK5JTW4B9TB2Bwl9ZIyinDxP4JKKioxSPf7kN1vQujesbDTUQBd3zf9rLS50R+BdYlFyDcbsPC7RkY0SMeG46fwbDubfD6jcPQNT4avx/KwWt/JKNb22gkxEVi+aFcTB3cEZMGdsTBzFK8fuMwlFTXY9aSQ8gqqUGYXcCJvEr0bB+DOqcLZdUOPHn5QNwypifeWJmM+VvS8ez0wbhuZDfMWnIYmcXVKKmuR/tWkfjxoXGmshayOF1uPLPsMNYcK0Cb6HBU1Drx3FWDMb5vB+6iPBQIgrCXEDLa1LENEIZnALhcJQyPJYT8TXXcgwAeBICePXued+rUKa+yLCwsLCwsLCwsLAKFL8JwQ8wksgCw6Zq6A/AyeiOEfEYIGU0IGZ2QoJ1BycLCwsLCwsLCwqKxaYhmOAzACQBTAGQD2A1gJiFE07tEEIQzAEKhGu4AoNDwKIuWjtVOLIyw2oiFGax2YmGE1UaCTy9CiCktrN/RJAghTkEQHgOwCmJotQV6grB0TkhUw4Ig7DGrKrdouVjtxMIIq41YmMFqJxZGWG2kadGgOMOEkD8A/GF4oIWFhYWFhYWFhUUTpHklj7awsLCwsLCwsLAIIC1FGP4s1BWwaBZY7cTCCKuNWJjBaicWRlhtpAnhtwOdhYWFhYWFhYWFRXOnpWiGLSwsLCwsLCwsLLwIiTAsCEIPQRDWC4JwTBCEI4IgPCF9304QhNWCIJyU/m8rfS8IgvCeIAgpgiAcEgRhlPT9ZEEQDjD/agVBuE7jmndJ5Z4UBOEu5vvbBEE4LJW7UhAEbtoyQRCmCYJwXKrDLOb7x6TviNa5Fv5xlrWTKYIg7JOuv0UQhH6BfFYtlWbaRhYIglAgCEKS6vs5giBkM3VovHzoZznNrZ1o1Vf67U1BEJKl85cJghD4vPQtkLOsjQwXBGG7VMZvgiC0DvTzOusghDT6PwBdAIySPsdBjFc8BMAbAGZJ388C8Lr0+UoAKwAIAMYB2Mkpsx2AYgAxGr+lSf+3lT63hRhNowBAB+m4NwDM4ZxvB5AKoA+ACAAHAQyRfhsJIBFABi3H+me1E047OQFgsPT5rwC+CvXzPRv+Nbc2Iv12EYBRAJJU388B8O9QP9Oz8V9zayda9ZX+vgxAmPT5dVpn65/VRpg2shvAJOnzvQBeCvXzber/QqIZJoTkEkL2SZ8rABwD0A3AtQC+lg77GgBdTV0LYCER2QEgXhCELqpibwKwghBSzbnk5QBWE0KKCSElAFYDmAaxEQsAYgVBEAC0BieLHoCxAFIIIWmEkHoAi6Q6gRCynxCS4fNDsDDkbGonAIh0HgC00TjfwkeaYRsBIWQTxAnSopFobu1Ep74ghPxJCHFKh+6AmP3VooGcTW0EwEAAm6TPqwHcaP5JtExCbjMsCEIiRO3qTgCdCCG5gPiiAXSUDusGIJM5LQuel065FcAPGpfhnk8IcQB4BMBhiI1tCIAvzJ6vc1sWAeYsaCf3A/hDEIQsAHcAmKtRBws/aSZtxIjHpK3RBXQ71iKwNLd2oqqvmnshaictAshZ0EaSAFwjfZ4BoIfe+RYhFoYFQWgFYAmAvxNCyvUO5Xwnh8GQVmPnQsyGZ/p8QRDCITa6kQC6AjgE4Glfr28RXM6SdvIPAFcSQroD+BLAPI06WPhBM2ojenwMoC+AEQByAfzXx/MtDGhu7USvvoIgzAbgBPCd9m1Y+MpZ0kbuBfCoIAh7IZpQ1OvchwVCKAxLL3wJgO8IIUulr/PpNoP0f4H0fRaUK5vuUG4b3AxgmbSigiAI5zPG69fonD8CAAghqYQQAmAxgPGSYTo9/2ET17cIEmdDOxEEIQHAcEIIXbX/CGC8v8/EQkkzayOaEELyCSEuQogbwOcQzW4sAkRzayca9aX3cheAqwDcLpVjEQDOljZCCEkmhFxGCDkPomY6tYGP5uyHhMZQXQCwEMA7qu/fhNJQ/Q3p83QoDdV3qc7bAWCyzvXaAUiHaJzeVvrcDuKqKxdAgnTcSwD+yzk/DKJxe294HKOGqo7JgOVAZ7UTTjuRvi8EMEA67j4AS0L9fM+Gf82tjTDlJMLbga4L8/kfABaF+vmeLf+aWzvRqq/02zQAR2kZ1j+rjXB+6yj9b5OOuTfUz7ep/wtVo7sQ4nbCIQAHpH9XAmgPYC2Ak9L/7ZiX/iHE1c1hAKOZshIBZAOwGVzzXgAp0r97mO8fhmh4fgjAbwDaa5x/JURvzVQAs5nvH4e4wnNCXNXND/VLPVv+nWXt5HqpTgcBbADQJ9TP92z410zbyA8QJzuHNHbcJ33/jVSnQwB+BSMcW/9aVjvRqq/0WwpEW1P6/Sehfr5nw7+zrI08AXEeOgHRP0UI9fNt6v+sDHQWFhYWFhYWFhYtlrDGvFiHDh1IYmJiY17SwsLCwsLCwsKihbF3795CQkiCmWMbVRhOTEzEnj17GvOSFhYWFhYWFhYWLQxBEE6ZPTbkcYYtLCwsLJofa4/lY9WRvFBXw8LCwqLBNKpm2OLsIim7DNX1Lozt3S7UVbGwsGhk7vta3OXLmDs9xDWxsLCwaBiWMGzhN1e9vwWANRlaWFhYWFhYNF8sMwkLCwsLCwsLC4sWiyUMW1hYWFhYWFicxbjdBNX1zlBXo8liCcMWFhYWFhYWFmcx13y4BUOeX4XS6vpQV6VJYgnDFhYWFhYWFhZnMUnZ5QCAQ1llIa5J08QShi0sLCwsLCwsQojLTeBwuYN+nep6V9Cv0RyxhGELCwsLCwsLixBy1ftb0H/2iqBf59sdpvNQtCgsYdjCwsLCwsLCQiK9sAouN2nUax7LLW+U6xA07n01Fyxh2MLCwsLCwsICQNqZSkx+awPeWXMi1FWxaEQsYdjCwsLCwsKiUdh7qrhRbGP9Jb+8DgCwK704xDWxaEwsYdjCwqJF4XYT3PDRVqw9lh/qqlhYtCiS88px48fb8dofyaGuiiY2QfyfnKXWBGfrfTUUSxi2sLBoUVTWO7HvdCmeWHQg1FWxsGhRFFeKMW4byz7WHwRBlIbdltTYorCEYQsLixaFEOoKWFi0VKjWtQk7ccma4dBWI2hYMj4fSxi2sLCwsLBoRAghuPWz7Vh9tGWa6jRlgUxSDDeqZvj+r3c32rWa8kIklFjCsIWFRYuENOUZ2eKsxuEi2JFWjAcW7gl1VRoVmyRpNu2eJ9WxESu55lhBo11LsPbGuFjCsIVFCyezuDrUVTDkzVXJePyH/QEpi9oEOhs5jqhF02Px7kykFFQ0+nVbqnZOFsOa8O2f7WYSatxugsRZy/Hh+pRQVyWkWMKwhUULZtOJM5j4xnr8ejAn1FXR5cP1qQGvY52z6YZ3ChSFlXV4bcWxRk8gEAwqah0oqqwLaJlPLTmEqfM2BbRMM7T0TYmmvBiQtdct5CU53OI4+O6akyGuSWixhGELTSrrnE06HmRT5Ke9WSipqg91NUxzOLsMALA+ufG26UJNS9oknL3sMD7dmIbvd53G26ubdxKB8XPX4byX14S6GhYNQBAa3wThcFYZbvtsB+qcLlPHh8JmmCVx1nJkl9YErXythUi9y41xr64N2nWbOpYwbKHJOS+swkPf7A1YeXVOF857aTVWJuUFrMxah6vJrOALymvx7/8dxMiXVoe6KqbZf7oUALBsf3aIa9J4NI3W0jjUS9rv535OwrtrTwZ1kg02FbXOUFchYPgyZCXnlePH3aeDV5lGhAqYe06VBKzMK9/djBmfbNP8/ellh7A9rQjH88yZwwgmbIa3pRQir6zWp3r6wl+/Ddy8q0Z9XzvTPMlF8sqDd09NHUsYttBlXQA1hgXldSiqqsfLy48GpLzqeicGPbcSb/15PCDlZRZXo6AJDQbf7TyFoznBjcfpcrc8zX9TWTyFgpZ8700JX8wEpr2zGf+35HAQa9N4BMNc52huOXZnaAvXvjqM/XxAVAwc0Rl7Z87fiSveDZ55zcGssqCVDQArk3Ix7tW1cLjcuHPBrqBeq7lgCcMWjU6g5uNKSVO0eE9WQMqb+MZ6jG3ANpFN8rwItwdmI372siRc+d7mgJRl0TKh29Jaf1uEhrPAhLvZYXbe+WJLuqnjSqodDahNaHnulyPIK69tViZ9wcYShi2aLVT4dDexmSUyzB6UcstrHah1mLN7s9AmFK3lQGYpNp88E4IrK2lqfaWl0lI19KGwwxV8jA7RLT4aAHDN8K7BqVCIaZktz5gGCcOCIGQIgnBYEIQDgiC0rICJGlTXO3GqqCrU1WgR2JtYiKy9kh1cZV3DbBvzympRU+8t9A6b8yeu/0jbNs7CHKGQQ677cCvu+CL025FR4YFfqFkCtu+01Ce2wKTWNZD4uhfilEzHooPQV5oELbXxGRAIzfBkQsgIQsjoAJTV7Ln3q92Y9OaGUFej2bLpxBlU15sTJm1ByiH/jx8P+HWeno2ZL4x7bS1u/Ww797djucG1IbYQ+WHXaXy5tfEn7mATiJBWtQ4XHmEcfBwadueL92TilwMtxzHTF9ghqyVpiTeeCN7uiNFz9PU5WxZFLQvLTCLA7GA8M3lklVQjKTu4xvFNFaPBJb2wCncu2IVZJp1FghWr0u/ICgGc1PQcKN5clRyw67RITLymp5cexou/BcbRM5R4dbkANNENx89gBRMR5lgu30v/qZ8O4YlF/i0smyIzP9+BxFnLA1OYQhgOTJHBYMvJQsOkPCkFlaYd44K5ieBwaRTuZ9a7pvxegklLWpyxNFQYJgD+FARhryAIDwaiQmc7F76+Hle9v8XUsZ9sTEV64dlncqHV2ahDXOqZSh8L1P7p5d+PYtGuxglLFMwhhF1Afbg+NWDlVtW1PBvkphzwP9gEQhhRL2qv+3BrwwttBmxLLQpYWWwbbMqt8S9f7MQl/92g+fuJ/ApMnbcR768LfcIGrX5Nm6tZGe9slwWNxr+z/f61aKgwPIEQMgrAFQAeFQThIvUBgiA8KAjCHkEQ9pw5E3oHEn85mV+BxFnLsSmI2zwsZTUOzF2RrLldHggKymvxm4msXk01xiXttHp9d/6WdMxa2jhhiXiDiNtNsOF4QYNX2/szSxt0vha7MvR3Ms5GWtJgb7cpJVetiZAQgsW7M1FR23w95JsCl7y1AX9fZJw2nG2DoUruYBZNjSuAXCnW7l6TcYMvGpAQkDrx0HqMgp85oH/ck2l4zDfbM3wqM1TM35wmfzZqbk27NQaPBgnDhJAc93tVrAAAIABJREFU6f8CAMsAjOUc8xkhZDQhZHRCQvA6QrDZmS4KDSsCmDBCF6lFVnMcqQLFHV/swt9+2C87fBVX1XOD8jfVGJdNrdPyBI0FW9Nx95e7G5xoxNbM7NeO51WgvAUJVoeySpukPXekyglIayLcd7oETy05hOd+TjIss5k1xUYlrbAKPx8wVjCwr6GpCsOBiAn8+6EcnPPCKjn7WyjGsWBe8rlfjgSx9MDx8vJj8mejt2qZSfiIIAixgiDE0c8ALgNgPJI2c8prHXJWJ1/xKcpAIwwaOZLgS6NfXDpvIybMXRe06xnFOPXVYaGpdVpedai9XX4Dk3nYfXg4b6xMDrld8eXvbMLMz3cEpKyVSbkBKYcSjFZzzQdbccW7TS8mtLrVaAledNF9prLOsMxgJE5oabBjVxMbxgCIvi19n/nD8DgjE4RXlh9DZZ0TRZViPFubiXEsOa8ch/1IOmGo8TT5nB+e1NfnaxtR73TD4WrcBEe7M4rx8QZvkzpCiO6zaILNsVFoiGa4E4AtgiAcBLALwHJCyMrAVKvpQRvI8kO5eOgb/6LIXWPSVph74SBQIQnn098T61UU5ADcdAII9C01FaFYrxYNraGZSYTy0YbUgNoV+0tSdmA0pQ9/uy8g5VCaSnsJBVQoUeNLlq5XVxwzPshP3liZjOd/8V+n8tGGFLy+0txC0GzUmmDArieufn9Lk4sfnqtKNeyv+Yy6q6nNdnhMe2czrv7A97lS02bYRwe6ey/s7fO1jRjw7Apc9Mb6gJerx4xPtnP7gsJPhPM6Wurw6LcwTAhJI4QMl/4NJYS8EsiKNWXWH/fPbjhN5QzX2PGIVybl4c8j5rbrt6YUBvz6gXZgCFWfLamq56ZJbsggciy3XFdIC2WYn6TssoDaymcWV2Pcq2uRVaLvpe4LzkbWujQX1O3mWgNnNzNtOLPY25QqUHy0IRULt5/y+/w3Vh7nasN4ZBQGrv35Ciu4nSyoxPE8fkSOYHA4qwyJs5brpnqPjw5X/N1Q80DaDqcM6ggAOK9X2waVx0PTZtjg98ZCvcAIFcfzmbbGeSYt1cG4RYdWm7siGW+Y1CL42pOMtE8bjhdg0psbTDmwBYqHv92LB7/Za3wggNvn7wxybRpOqAa3q97fwk2TzL5zXzQ9u9KLccW7m7Fga4bmMWY0KsHiqve3+J2/fuk+71TZi/dkIq+8Fkv2BiYG7fbUIvSbvQJ7VM6Ay/ZnoYpjmtQyh/rgcfHApucL4nIT5JTWIKVAOzJNSOPIqhqhqxEHs5VHRLOjdcn5ps/RSqziye6m4Zip+p5mDW0XG2H62mbReoJWvGDfCPWiIVS0aGH4k42p+MikFsFXjBoU1QQcyuJHCWBTSO49VdwknXN8RY7+EKDORgfaqiA6GfLgORkCysF49jJxq9fIThoATkt2xUeyy1DMMVUhhPhkJtGU4GkRZU1NgMTSLSmi1no7E/pq/+kS/OPHg3iW4xDWkgb7xmg1XaX0tU2JOqcL4+euw9R5GzWPCWWXUjfB5prFz6x5jXxcEG/TyBHRrHnU2mPmFwnNFapb8WURtj21CGXVZ69TdIsWhvUI9LbrV6psVlTTpzUGskPMjR9vb5LOOb5ytm+/sIPtkRzzDiAe4RD4mZPwo5nOkwA0BA5qwxeg+6ITLVscdQjLayJbk00defHdjNtac0L9nBuawj0QdVD8FqRrBDNyxi8aUTx444Me933tn09Qc4L2d97cwntFtQ4Xbvt8B+75KvQp5YOFJQxzWHM0H/1mr/BpG0mNuj3N0chm1VTD6rC0jgoLSDkBF+qa2KPTe5V6mn2PIEIQpQqFRb9vrnBl4UBfQypw3uoTOCDFY9bTPjeHRVlKQWWj2kE35J00leb52h8ex75XlgfPyS8QqNtgY84DVDjMKqnBJxtTAzK+GBUhqBTDZi7pa7Y/zbCAzXShxzPxChR0p5G3I8EbH53SccnSjnZ2aQ2e+znprPLVsIRhFdtSCnH/QnFluHSfR0unDie0YItS06uGHWCKOOGKbCa1Y6zGIEMjG90dX+zETR9v0y+oAZjZ6jeD2UHX7JjV1MY2tomob3XxHm/bWQo7UUSGeXfJpnafRpgNvUWP2nTijMLEQfccgzYkB5fXmwCb+APNLK7G1HkbMXdFw8Pj+dp3m8NCQYtPN3kSC3y305MoSMtR05cIGoFG3S4bsy70Hf+4JxNzVyQjpwG7J0bNq6BCnPsKpTnQV4F0WwAcuQNtlqUmWKEGFY5uDaCGY0ZInwkv/j0v4gw93k0Ivtqajglz1+GbHaewlLOT2VyxhGEVT/50SP48uEtr+bPatvhzJqOLEZtPendoj5mE+Y707Q6+l/Xmk4XYYzIDkD+0D5Czg6wVCNCgFMiVvr8xIFPPVOL1lckghMDl9pThy0DGToSR4d5d0k1Is3ICWX7Yt7jAdy7YhdtMxiTemuItNLOPhrYJva3RZcwAzrPRDjVUcNjtQ5+urHNynTabUbMJGqxgzML2qQ/XpzRSbUSeUGWpC2WCGq520Mex1ej4LyXnYF814P9cfNC3iuiw4fiZoOyy3eWnc7ERv5pI3mKGRZwMstXSWPHKH947KBPfWI+CCv4CqdbhVuxyP8XIS5SCilokzlqOH3Y1zcy1WljCsAot56j4GGWoGaPVIPvr33884PU7NWAvr+EPgjyNTqgm7pnn99T93bQmsAkrnfzN9HfXgl34eEMq8hqYVAMQn0+YjaMZbsLPjYdRJA25aftxY/O3cBahnL6it3h4jdG4jnpptc91CDSEEBzOKmvQRH3OC6sw7Z1N3j/4KA2nnanyI+ZtwxroI9/uxZDngxei3ijkFgC8uep40K7PY3eGcqHzxCLvOUJNATPG1Dpc2JFmbjdFjVoL3ZCFttlTf9qbhXqnW24p6YXaUT5YAjGuUj7blIY/j+qbPt78yXb5s3rO16J/p1YNqpcWX23LCEg5vPZfauAI1xBZ41SRuBPz017t3dCmiCUMm+TigR19Ot5oXtslDYZmUndSAmVXtsJHzZ3RVmvfZ/7Q1FqzBHpV7ouGOSlb36HtPxo23UbQhYCb+C8SsGYSvEf95dYMr/bUvO2I/Z99N3BifCs0w+q30Awe059H83H1B1vw+yGxX9IqV5uwGXS5CW6UTKQyihoQN1d6iAUVdRj03MpGSwIx59cjWJGUF9S082cLrPb4P78fxa2f7UBKQXDiEwfDpOCV5UfliTH1TJWcojnYsGNquoapIWUXE57RSGCkdDOIpnKa6ZfNZdxWZzz1ZcHk2Z1rXljCsEnUjcFsk97CMZEA4Fd8YVeA+tEj3+3zyc6pTEN7zcILYcVyOKsMl74taq6MxoMak5mh2HKMzByuen8L/rcnU/P3JZx4uEYkzlouX1drkPMlmgEhhDuA8LIINekx1WTdgnEL6oG4OdjA0tSz1CeAbo+e1ImRSymuqsdexpzits+U5ib+Ljz04vOqMWqLH65P0ewfgdJ+6aGdmUz5d3Je0w5fyT7CVOn9UJtcyr7TJbhzwa5GEzQpZvrZ19tPKfwqah2N43zFPjc9O/xgCap3LvDE7A/FuO3PJW2quPb+jCPNybQPsIRhXditM3VjOFPh7RTHQgeHv3xhnLxiwLMrvFKD8tpRIGNR+qRlDkAPpoHe9aCdx6yGi62VGWejJ386FHCNF3VOIIT/mFaayPgnO1PCvMNTZRBSyQbLEURNoMN48R6ZYNJBNRCwmSTNOgKyqAWJ3DL/M7xtD9DWuZkFsFneXHXcVNa6xteaKe952juNF74yguMoawTbPW3q8AwQs4be8NE2bDpxBgOfDZ7ZiQIf+zL7jv310/CVnenKZDxa111lMjurGqO5lJ3Pmv7SXKQhce2bi/ZbjSUMm8TXtkGIea1gvdMtJ17Qw1fHJD0aO6QbO9kGw/b5C4PoHhSt7Vh/JifAI3Q15Hl6bGi1t5bU7W99coHf19OiIUKYLwRaa8u2LVkz3IhaiUlvbpA///3H/doHcnjxtyP4cL3onEvr7IsWRn2fCXGRur+bJdDjA88xVI0zWIsxLZvhJpSBztwpnpPcnL3odQEcE4I1PbDFBqKNmRG8zI7tJX4mlGjqsp8/wmlYAzKe0qup7eKbOpYwbIK//bDfdL57lvk+RJxQa+WC3b98UgwH+NqBmvT86eRa51zUv4NfdfCEnGm4cOfL+Wbt2XzBHSBFzfrj+pNyMIWQUJtF+Lqd+KVOCm5z19P+O7O42m8nFl+6qJluaOapOANlB6bCF5OPxsIfQZDtn/Rstr35K78EKnSmGV5kfTMC8LrN7GZd2E85tn+8IRUrkwKnWPLlNpqL1tTLTMIPm2Hxc/O4X8AShk3hj30vALTyIVlFoASRYBCI9hyM8dafemmf4u9MIv7nJgR7T/FTaxsX4dnS13pO6smzU+sow3KNnAbVOALUCFdwYlfyCIaZhJejYWAuYRojgSTYaXfZZ3FQI9W70XlAaCaxban+xZQlhCgSbqjJ1wgT5e+QlHqm4cK1X8KwQsoQ/2Pfm1mh1sy7Nls9Onb5Y1YTiBZmJp2west/3uoTePjbfQG4uogv7zJQveqHXadx8ZvrA1SaN+o24UtzZRcojiAtcIOBJQwHCUKAcLv5x9vYZgu+deCG162p2NKbvW+zQgu9r6+3ZXhlmZv3pzJck9aEwdrQasVmVMupMRHemerU+GqTZ2QHHygExkZaj2O55T4LZR6NmfR3Y5sDGQgkB3wQUP26PtPTArHVae5Y46PNlJfJmIodzDT/nEqqHYqEG2q07B/91YhO+e9GHM9rWBQHf9ZEbFOmUQ/YOzB7O96RaYzPUdvdqkn243kEomvuNbEVrzUN+yvwNURQDNRw9PTSw6Z9a/zZiW1IPVtHe5SAod6p8wVLGG4imFnhtjUZ99AMjd6BVSP14t2ZXqkcGyMLk9l7eVVH08RSXis6si3c7h1a7r11ykD+WoH9WRvaNcf4JgZqId7M9qDdR2HoXwEMcG8GvXex73QJrnh3M+ZvNmcLri6T41/UJPhFJ2OTP8KZ+hybH5pCgLNYDcGDYxMHXfvh1oCVqxXLnYfZxdNV7zeesx2Ft5Bn37G/Tk9ssUWVddw0wMs02m1DdvwCoQCaOd/YQV1rHBz6wqqA18eIxo7yAQDvrjnZqNdTmkk06qUbhCUMNwC93OG+roi8V5ve5xuZXfiiBZu97LDibzage2PY2D215JCuNscMfplJmDxnvkmHPF/QimRBJ5RVR7QDwqvrnamRYpbFzOTYv6MnYPyM0d0Nj/cV3uM2M4Hmlort0YyHt7I4tW64cTG6t1ITgpkvY4eXzbCfwlGdU7kwDYVGh8ZZDjRtos0rEcwq0UKx/UuFtQ2MTX4NM6aYfdtqxcv9C3fLn897eQ2mztto+v1X1vof1SYQwuc1w7saHqO1KKTO1Dd/sh03fLTV710kX0yfdmfoa9iDQY0fEZS8zc3M3yPryPlWIyezaQiWMNwA9AQSX/sVL82sGiOTzh93a8fRVaNO9jH21bXyZ3VSjoAohjnfacVgNos/E7bWAKweL2NNmCH4SkPGfrVH9PO/HDE8x4xmODYyDEO7imnH2wUo7TaLnqmG3vs7I9l5mkkzrifzNXS+9bWNGgmgehp9Ohl3aaMfxN98Xfjfs6HgKOoJ0xfzcTPPOJgaIiMh5poR3bjfc8NX+mI+1uimbcDGE2dw95ce4ZVNBWx28aMO/3ciX6n8yPUhNrqZHU0tAvH4Lh/aWfF3FmdOVieQYKmud2JXRjH2nS71Wgh1bcP3y2iIX0LHOGNfD19orPB0vvDuWo8mOhhKpWBhCcMBxt9toygToYeMBt8DPtjZ6V5H9XdJkNJAq2Oi+rqtH0gHOnVZHU04qAUO4/uOCjcnnOcw6cTN2IwSeJ57MOZ2njZcNocJwvUCbSZhJk44i1H/L6pU9iV+jGSfLqkgu7QGeyTtk9ojnJJT6i3sqAWGQL+ah77dGzDhsczHSCrtNRZ5vOfsizD8wq/aC9LlQdByu9xEsYOnpgEm4l6YfQysAL7vtG+htAKhGV6higqxmKMQ0nsurAJJbQpitna+3EaYPbA7VsHK3NicbH0DhSUMAziZr238r2XnaYSvTalnuxjDY+69sLfu7/Uut5cdrj+oV5uLfNA4a2Fmgg/kYK6F1paWeqKuaMD2nxZmM2FxzzU54v7KRD4xtbggRJ7QgmEzx3vcZgTVnu09/SE+Jhx3XtAL3eKjceMob1MOdhvUy0gigOH3zGD0xLenFcmJWrSOV8cK1r0ep4D/W3IIgLam8IGFe7y+s6lmAl+egZkjD2aW4o/D/iU1UPP2mhM+XV9LG8/zUfBFI87zE6B87kNYTbMY+gmYXEX527rVDsJqUvJ9M68LRGAVtWlNJEdpoLUoBIBzu7WRP/urTHL50GgCPcQGK226P06WPMb3bd/wyjQSljAMyGmCebzpp82LrxOqOjUl72yjSXLpvmzM+HS7T9flEQyZ1IxznK9bbkZHNySMVX0QHB20bs/M81ZrADq15rcFVqA140DFaoYDMTmp2z1vAqcxkj/blIZKDbv7mAjRPn5sYju43KLAbrMZC+z0+mYjVvBoSCY+M8+8iskeyB5PP4/oEQ/AXLIAXr+i9r9aMgDvmavLCYZeyBchXw9fUzj7Mq4EakF4NCfwqZ2dbrfuewm2MsFIQWCUWKVHO6X5TzDMTHg7aHpzTyBMrMp9UJy8sdI4U6ovBE8zHBiaohmHFpYwzKC3BcWD18n8HY/MrPDMDNT7TwfAVMKkhoGdrM/v3a7BRS7a5ZsGmh1Mn5jS3+v3Ak6oMLOTXdCyYXEwI0CdUmUorHfyBxmXj449hHgm0UBMTurH1pEjtKcxcVrn6Gw1y2W6Cew2AXZBMBaGpf8bIhc05N2bue7vRnHLqamHn3XwCMPaJXi9a6/Ys+avp5X5bFDnOP1rGmD2eKPDtBbFDTWT0KM+CEKA0028HB1ZgiGAG6EM7abfYv19tNtTi7B4TybXHlhNPMdZUq8dZRTq+P1oiITqb506muGKWqVJz/rjZzSP9Qc9J/6GEKiFij/Oe6HCEoYZzIRpMQsBsOaYdnQANS/9ftTwmMZKzKElaKlhNRFGfceMgMFqHg6ZiMfKltgq0jvSBm+Q0qqn+utgdOKGDC+FlUrBXit1aJ8ET3QIMxpOgsCaSajLiI/2ttdkzTfyTSxAXUQUhm2CwL0nvaQb/qC+hxM6ZlTelTE+ZI6UhavO6eLeD/3K33uhwp+emYy6P6qP9GUy1EqvrhYIfb2dQK1HtTTDfGE4MNcMBk4XwXM/J2n+PtZAIaFHVZ1TkY594wlvoc1ofDDSTPvreHbb5zvw1E+HcMU7xuHs1OY+ANBaJ5qInhO82R0ivePUPgI8GhLfvbw28JlIAe93o/ck1PH0WZKyG3+B5i+WMCxRUevA6WJzQaz1kLdniW9a2ioT2x2NlZjjk43mUk+zmiejrcg6E8JljcMjDPsasucVTlxgXvgjrWfYkEDqDcWMBvD7nd7JOPSybgHm2gshHqeOV/9o+Bae+po87UoPxj6etZ9NnLVcTuXMPhO3G5KZBF8z7HB6vjuqsmv05z2qBcXTJoPbA+be5eAuYvSOp5ce5v5O77He5UbirOX64Zg4Fyyqqse7a07q1kWd+lit1QtE81cvqn0dv0xrhg1qq6UZ5r3XhphWBTu6hJGSgnVgU2vljbjx42244LV18t8880Cj1N5GY3ZDn0+FCS0oOxZQWuuEJNV733UOc0qh1lHawraZNv/u2hOGx2gx8/PAKfBYfHlVbDz9T03KDk0RSxiW8Gf7ohFTugMIXQDrG0byQxOxwnAgBPUaH+2fjC7Jc2xoypofX+HFaa53eZ6hGc2Gm/gfrJ+H+p2UcjTYQyRhEACKq5WaE/VgSkAkzbAY8YC3O8Jq8amWxeOk5/sLV0+Q93MczrQw8ywv6CM6lWxN4YdtU/elpfv0EnXwv397zQlFCC41RsH/fenPie35zr9q4c3XISJQfVWrHJ55R0PGMba/jewZ73c5Wizdpy+MZpV4NLvxPiZoMpNBjicMs9ERZmks7ihe2sYgjMU8Ta/axIylXseszKypi168fDMKtr7Mbp6a+77y7sN6Dv+Bw7eXs2RvFlxugtdWBNYmujGxhGGJx3/Yb9o8QA85mxghePCiPqbPYwUE8XzvYxo7ZTOlu0aki2rGEchIo9LGxODMOgOYc3rRP6ayjjfhm7MDCwbf7zzNtUtviCyaUqAcGA9llcmfTZlJSCYIZtDS7BzILJXfv5k2yt5vJ424mzYm3JvLTWAXBBzPr8DOdO943Lx+S+35fd2mSymoxMokMerBQ1L/febKQabPFwRg9dF8L6GeFRjpIk3LsUf9BLVSdAP6AoXa1Ic1JbrNQKPky1CjNW56mUn42MnMLmRq6/XHba1+EMbJ06vVZVjbz39eOoB7DBufd2L/BN06+cO2VH4seuqk1LtDrPxdY5nUtY3xmEFpOfVSvN+D/vt9Ykp/PDa5n/y32gGPx/vrvKM//XJA20Zfz8FL6zc6Dj46ua/8XZlGMp1XlhtnMtWLK742uUBhMlhQUatw+B8VhEUX4Htf/df/DuKb7Rnc33wNhRgqLGFYgycvH+jXeTbGTCKOY8eqRQcTntZGK2/KkZwy/GX+zgZt+VFsglIISs4rlwc1tviDjBDGQgjBe2tPem3L8mAnbz0b44KKWtQ6XF4d1uUmCoeCnzkpRP88mo/MAJjD+Asv3bJWRAUzTJ23SWFPXF7DLFBMjGjJeRXYYHJXhPdKdqQV4boPt8rpc9XHvLnqOAoqarE7o1huj2wIo3O7twGPfVKyDdkZTBKOebbSrDZ8uFSelme72vZazWVvb5T7Wbw00YfxDBE1ECDggYV78NqKZEVbZLOgHc4W+4p6EUTt/4K13T5pQIIsEBcZPAczmfIoOWW1XAdg9a6A71k5tX/bkVYkP6cf92gvFgDtfsBbA54u9k5IAgD/+PEAAKBLmyiMTmzLPYbVShq9QzMxwNVo+TH0n70CJVX1ikUJT5mwPrnAZydxAHj/tpEAICfnYWH9Mm4Z01O3HJ5DMw+q1X7k4r749+UDkTF3Oq4b0dVURCJf0VOAuQnw5P8OavaVqDC77EQ+/MU/5f7rchMkzlqOn/Zm4TppV/XZ6YMV5xaU1+IfPx5AaXU96KLgpWuHcq9zzQee1ORHVE6SWnNHQ6M4eGvxjfvudxxTPgAY/p8/m4VA3OjCcF1dHe677z706tULcXFxGDlyJFasWCH/vnbtWgwaNAgxMTGYPHkyTp06pTj33nvvRevWrdG5c2fMmzdP/u27775Dq1at5H8xMTEQBAF79+7l1mPGJ9tQcXAVsj99AKfn3YT8xc/DWeFZec8c2xN9E2K551L2crJjUW3IsbxyhefvsO5tkDF3umZZgZwAp7+3BVtSCgOS+tHGePBnFFZh2jub8ezPfKGcF+P4eH4F5q0+gXmrje2i2AniHp0t3rGvrMWtn+3w+v7Zn5Mw9IVV+OWAKARfPNBbO/PGyuOY+MZ6hVYbMKdFraxz4toPthgep0Zv3kvOK8cTiw4YlnFutzaIiwzDgecvxTRV1qXRL6+RP/diNJC8W/p5fzYSZy3HNo0tej14zyhJEuwOZ5dhW0ohV/AY+8pazPhkO6a/Lz47VlOjtZ1Lt9uo4KiXRap3B88248GsMl1tt5HHPXuLNBHOnlPFphw6AaWA++j3++TPbH32nS7Fy78f9Zra8yTNopZWb1tqIRJnLUfqGf/SpRMQXDKoIwBvwSRKFcZNy1FLPU71k9J5D3pupeJ7rj2ur5ph1fHn9fIIobd+tkM2HzmnK39BRaHtdsp/N+Bfiw/K3w/jLMRu/JgfmpIuYnPLahWxaXnXAUQNZeKs5Zp1ou+BopUyOptJoqPHH0m5CsGO1w/v+Wq3ItOoWajpkVoQA5S25++tPYlBz61QtJEJ/bTjzNLDah0uXDpvo5wZr1f7WEwakKAIk2az8Z1nKZuenKz5W5vocERrJC0yEhr/tzcL5zHjq5rubT1a3dnLxD6TLZmr/Pt/B9GhlbigpuESKWNfXYtl+7Nx95e75ecwOtHYAVK9iNJaIJT7sJgFgL9e3Bc/PzpB/tsfceRkgfa4NPw/f/peYCPT6MKw0+lEjx49sHHjRpSVleGll17CzTffjIyMDBQWFuKGG27ASy+9hOLiYowePRq33HKLfO6cOXNw8uRJnDp1CuvXr8cbb7yBlSvFQfj2229HZWWl/O+jjz5Cnz59MGrUKG49Nm/ahNJNC5Fww7Po8cQPCGvTCYW/vSn/LgjA2n9djC3/p93J/jyiHUR+5uc78YGUsGP/c5fi18cuBODZevWFN28aJn/exPHy1aJ9K2Nt8wczR2r+lvbqlZIHv/j3xW9tAAD8IIVAG6wy7eCF/QlXbUX+wnQ4NeP7dlD8rSfMH8gs1dxOpsKlXoce8vwqxd9mOv+Kw7maGnA92O1YtXas2IS3MSAJhYKordQza2AnDN7k8awk5PgTOYU3waYVejRpM+fvBNGZW2jQ/unndvHU0WQoODZwvlq727uD0oxHK9IGYOyExKZgpRPoH4fzFNoZPVjby1E9+RpEQExTmqNKe0snQ/UT6SxlQ6QJgIxsR7U4llvBXSACQPtW5lJxq5tUF42UteFh3m3U1wW/ur2pBZcPN4jPQz3GqKFa0tQzVVjCPDu6ixfuY1awOA2HKd7tvbmKb0PJHnr3+ERN7fWEueu436tZdSRfYZbi765gR84O5VXDunCOFFHv4NU63EhnxgS9XRV65s/7s3GyoBK3fS4qOAghXgqEMEYYJoTgjZXJ8kIcAOKiwpAQF8l1lkuIi9TU5psx39OqNyC+O8p+yYGRNeWir0Qr1X0fRuHGLqR5WngA6KCa07UTOfnWpqPdulCsAAAgAElEQVTC7QqB3R9fC+oL0VxpdGE4NjYWc+bMQWJiImw2G6666ir07t0be/fuxdKlSzF06FDMmDEDUVFRmDNnDg4ePIjkZHFAWbhwIZ577jm0bdsWgwcPxgMPPICvvvqKe52vv/4ad955p2ajqEnZhZiBFyIioRcEezjajL8VdZlJcJSIGW3oios9/y/jeiq2O8w2OFb7pdUpvMwImD9njO4hf/YlQoWZbfKrhnX1+u6vF/dFxtzpsNnERAd0Eruwn1JYVc9BPGFYfV9d2kQpBgAW9dYez/mKRX17t40Vn9NlQzpp1keLztKkzotXTGHt4/R4atpAhcaAXc2rJylexiQAmHWFt50qLUUdMi6OmQDYd857//++TLR3vHq493vnwdaXV55aY0qPmXP1EKS/dqXiN+qIuT/Ts6OiZQ5DhSzqFW+3CfLEY6TdLa5SCsvbUgpxUDLNMEoMMIhZ4JlNga0FKyjSu+SFAKTQtMHq5xwTIdZjqKQBjWXL8GHOSi+swnUj+M6wZuVUtUD7zJWDNY4UuXxoJ5+vIR+v+lu9kKGCgZF2T0swpG3v+wfGef128yfbcfX7nl2gByaK2T/n3TwcADBGEq7YsnmmCR+u53vXs4faBKHBTgsjesQrnoO6Lor3pvMiCIArzvHsPH11zxh0bB0l7wCo4T17tv0SqW7/mMq3swa8lTZuQrzmVrtNkO/J6Sb4aEMqrnpfuUt3fu92XsIiICoF2sZEYOlfx8vf0QWQlkbeDIIA3HlBIvY+OxUAcPv5vQAobYCfWSbuoraSxmgqrNPxd0SPeMWrz5g7HRlzp2P54xNx8pUrcOuYHgpbbLWCQ0tbzr5vPYUeRZ0m2igM3q+PTfBaRPJ2+X55dAK+uGs0Djx/qWEdQk3IbYbz8/Nx4sQJDB06FEeOHMHw4cPl32JjY9G3b18cOXIEJSUlyMnJUfw+fPhwHDniHbT/1KlT2LRpE+68805U1Tnl7UcWceUjvmIxFbL42VEomWUIiv8AAH8Z1wv3T/RodtNMblcqs0zxjzHapp8tTTpjemtrm3wtc99z/AbKnsWaSUyTBkk6WLrdwNTBnfDaDecC4Gvd1IOlzaZt+eV0uREdbsfTkiBopK1S318nSYPWTRJEqaZkzT8nIfmlaXjwoj54appoC04FZ0qtw4U+HWLlbS0AmPbOJsWgYtaBsXvbGPzATLAKYdirCH6ZPKGJZjpiHQ0n9u+A/h35sYV5719L+JZro7pHdlJdwUmne8U5otaoQ6sITB6YID8jm02AIAjy4J7YPkYui3VqU9dxR5q4G0C1FHQBZhcETBogajXVcUPVr6VeFV5p5vydsk0zDYP0t0v6gQfbNu02Af/ScJZi0cqsxtaCEPFdJb14OW4d04N/PKH/K+tPnXNYfwR/sdkEXDeiq1f6d7OJRtRHhdttmHl+T0W/YZk80GMOwNM2TezfQfH8qBYc8O5vTjdRmAj1kRzGHEzd/zF1AMaqtpvVt0YYoQoQF7nHX56mOGZXRrFsogN4MiJeLy3oLpbui6eN/eyO8/DwJNG5itUc8uoAiHOC0dgyuEtr/PTwBZq/E0LkviPWRf0781nnOoQoI6LQzyN7xCt2TShU2fHrYxPw8e3iLizblgghEARgcBfvUG9Ug0yFKPq/WAflsTZBgNtNsDIpDy9wEvW0jY1QCMwsDpcbYTYBo3q2ldsXDe8YCL8aajdMx3leO7cJAs7r1Vb2kaCCpNNF5HejnhnD7TYIgqBov+p+aqb6giAYOjfSus84T0x3b2aMmTRAaerDC2UaEWbDlMGdZP+LpkxIhWGHw4Hbb78dd911FwYNGoTKykq0aaO0x2rTpg0qKipQWVkp/63+Tc3ChQsxceJE9O7dG/M3p2Pca2u9Jt3oPqNRnbwF9QXpsLnrUbZ1EQABxKEMzcQODOoJJMOH+KMUrUaml8UGYOzbfOi7RsKw1nY7a29UXe/C55vT8e6ak/Kl6T24pe0suk1pRhgOt9k0w0853QRhNkE2vzAaqN5fd1Lxt0eYEP+nsY0jw2yICrfjmSsH468X90P7WG9Tg1qHWxQUmbol51UowhWZHTcFKBc9rJmEVxxejTIJRA09j80nPfa+dpUtHTsZ8J4f++42HPc4802Wts/Vgy1b9r/+dxBq6KSeEBcFAsimQWpsNoErcBkJYfR3Ubj21F0Pl5twn+vktzbIQjFrf8qieG82AX+b0h83j+6uaQ4AiO9bvbgCvIVauijW8x4Xz1P+XVRVj9VH8wMWytFus3mNDewOzr0TemtqsNXPvtbhUmxhU3jPn/edy00QzvTFXx/Ttlt0uNyICrchY+50dGkTJdfFwYw7pTX1Xs+JFWrFexD/pz4OYTYBkWF2PHJxX02TCVoV+g4jJQGIFYbpM+gaH41ZVwxCXFSY5jsjEO1Nt826BDbBeGxpGxOOjhqRVwCgShU5R/2eFOOCkaTD1JmO1WF2/f5rtwnymMq2JULE4tSaR4ARHmVhkNbPe9d176kSFFXV4+Fv93rFXKfl2DWS8jhdRL4+LZb6IAQi06gnnb12WXZBUNQvjDmHCs+8tiKoHNjV4UK1rsk6KceE2w3bl10yZ5kyWNzJMWcmoZ4rlHV76bpzvEwpmzIhE4bdbjfuuOMORERE4IMPPgAAtGrVCuXlyi3Q8vJyxMXFoVWrVvLf6t/ULFy4EHfddRcAqROXF6BN6zjZuQ4AohNHIP7CmTjz86vY9sqtCGvTEUJENOxxot0LtRdUTo4Nf1xmnC940MHBl77rb8ag9Zz4m2+vOSGPWrRcqkWgHZsn0KsHmzYx4bra8TA7W55+/VckKTWV9Pr0WdKJKkLlHKRebQNi3NWocJuX1trI7EALdjBnBe9aVSB3zRIJ8TqW8s4tI+TPYSoh02jbloWNQztGyl6lNmsxTH8s/Wy3iW3zy60ZAIC0M0qv/DCbwBXOebGg2XLpYsousJpRIwGaXyZry9g+NhJXDeviZbLDFk3fW1S4XTdduqh5snltBbK3y9ZYW0Ci/cv7twcW7lGEbWwIdpv3eONgnlm4XdB8hvTSN53XHbeN7YFBneNg5yx0PMKj5zvefTndBHZGUIqO8OxcqO/T6SLywltgymPr+uXWDK/F9uqj+Yoxjd47rTMVlLSEKakyij/pmMJzWqPXtwmC5mLXTQjaxUaga3y0eJyB8EEIFM+JVx6L+j4Upgu6lyKK5ycLjxoObPTZh9tt8rtRaIYhmjzwFCBasY15NsN6cZDZBTNvjHG6iSzs0XrIAqwfwrD6+dlUczPv+dpsAs5U1iFFcjKzc+Y43tsVozmJn9MLq7wcPLXaKxtDu21shO74BXg01XJ8dlWxZoYc9Rhwx7hexic1IUIiDBNCcN999yE/Px9LlixBeLi4PTJ06FAcPOjRPlVVVSE1NRVDhw5F27Zt0aVLF8XvBw8exNChynAkW7duRU5ODm666SYAQITdhrDWHZFXVCo71wFiI4sbdRW6Pfg5Ln3lV8QMnAAQF8ITEgGA27HVQpU/jO/XAS9e4x1CxXsyUWuV+N/rYVbAVqMV5o2o/ncTApvNM5nwrsdqba4bIdpJsdtB7IRHBy2bnwMVFR6pEEgnqgiVcbM6XJx4rgtRYXbdpAlm03PSa1BYTbtZzbCbAIM4W4sA5HA9AEczzMgwvPqy7adbvEdDGS5NFg6VEKR3z99sz8BxKQC83WZTvC+1MGW32bjbaEYLHhquJzLc7jXpUNTP0Mx76pMQyxVW1PaOgCgMa4W1qnW4UFLtQEyEHfExERjYyfPO2LIOZpbKzq9aLYwezoaKY/FoxplzfBgP6JY9bzuZ7ad2m2AYCrFvQiu8dsMwhNltXCGS9i+tvk5xu4lCycB+9jJ/cbnlXRaBeXds4oSZ5/fkLjbuYZIXyMKwi2rpxDLtNnGRzKsngVKwj+DshtG+RwUdm475A9WYijdjrORwEaIbUUUdHUd9XbY78qJCsPViZW4qhNoFvgmC5xmymmHWdER8DrxdSJrlTv28xR1H5fFaDmUsmnV0u72EPVp+QzTDdP5U71jxSrTbBKQXVqGwsh4/7j4tPw+Xm8jtkTcfUzPFoso6TJYc2Fm05g+qUKI20X/Xsdmm9QM8bXLR7tM4bOAs7s+425QJiTD8yCOP4NixY/jtt98QHe2ZkK+//nokJSVhyZIlqK2txX/+8x8MGzYMgwaJNqR33nknXn75ZZSUlCA5ORmff/457r77bkXZX3/9NW688UZZY0w7gUO1hS+4Hag/kwFCCE6mZaBo5fuIO+8a2KOUjgJ0RcUGNKdEGTjjaHHX+EQcmnOZwgbMUHCV/vdesWmfZ1SmlmaY51HMXptekzo66GlyWXu+8yVvU7bPL96TKX92SrZdZjXDatYcywfgiVAgC8NhamHYO5NZrUPcgk1URSaY9OYG+bMvmmH22bOOfN5pn/llju/bHoM7G08AYTabUjPMLi44Ag392eUiCgFPdk5Ra4aZ58SaCuSX1+K5X47g90Oiw6ldNfGrnR/ZBUifhFhcNawL4mPCNbXfaiEvKtwmt1ejdm2m3YTbxfJqHS5c88EWrD6aL6WD9kRroXGqI8NsqHW4ue+KOsgk5YgTB5toR6saWjLN337Yj+N5FYo0sLzsj+z9GaXIpUSE2TBHWoRT+0utMsPsYpviCq9UyGXuwW7X0aia0QwzAxH7mRdNIkIaz1nHXlbrm11SYxgxhLZ1uisha4YZAUWNQniFx/SJ7S+0XLr2tulomkXh2qNBNlrTGCXHWbxHbAfhdkGyQVb+bnbsKqqqVwhlJVVitBu7zcaN/EJ3bsLtNvk5emmGISjqvvghcd6LU0V+8ChZvPvIsr9OwK+PTcCSR8bjy7vHcOsuhl/z/F1W48Bj3+9DabXDI+xJ5dLF+scm0wdncTLbUegihfYpXr9hQ7v935LD8jkuN5HbEM9ExybtYqrDu22ddQluHt1d0b5O5FegWHpfVElB33u3eG0TG8CjDKHv/tsdp3H1B1uwLaUQJzgZ7wgB0ouUu3+70j0260Y2yk2RRheGT506hU8//RQHDhxA586dZdOF7777DgkJCViyZAlmz56Ntm3bYufOnVi0aJF87osvvoi+ffuiV69emDRpEp588klMm+ZxfKitrcXixYtlEwnAM2j9ciAbh7PKcCCzFIezykCc9Sj87S1kvn0TUuc/jshugxA/8S9e9aXOHfdL3sQstQ433G6CiloHymocXtnA9GgdFY7Rie2QMXc6RvaMR3JeBQghqHeKk646EgJt8g8s3IOc0hopWLdS0FIH7T6cXYYdaUWodbi4qzwtVza2zEUPehzBqIBDiChEOFziCp5uQc359Qhmfr4Dvx3MwfzNafhyazp2pHnCzPAWD/+35LB0vy55YqQD19Fc37KHnZJsuEuq67Fo12lUSY5m3sIwkFNWg/TCKqxLzkdSdhlqHC5Ehdu9wrsBYgi9eqfb9IRy+dDOCmHwuauGyJ8LpVBqhBAs3p2JR77b53U+APTvFIdzuukLw60iw2TNcFJ2GdxuIm/DAcCrK44hKbsMO9OKsDWlELllNXI7WnkkTx44u8VHy4P9qJdWIzmvHA6XGzmlNViRlCuXl1tWK6fx/bsqNrLdJigyZI1UhRUTt4JF6hxuRIbZ0SY6nPuOy6od2JqizLaVU1or7xjc+tkOnMivwFurjuNoTrlXumSeALLpycm4SXIOAcSJ5+cDOcgtq8WhrDI8wEm5TK9Ho0pU1jllW7yk7DLU1LvkWLe0vmeYsG8/7c1C4qzlcrzZeyYkAtCPQnP5O5vkdrvzmSmYx5jEUDOPTSfOwOFyY8PxArxsIsMVAOx8eori76KqelmQB5S2rzZZYPA8x9NF1TiWW+4xLWCEGz2b4WomKQAvjSwhROFXwAoEtH0SQpBRWKUwk3C6CFYk5WFbSqFiS/jZ6YMVCUNobHdWGPvzSB7cbiKPF+GMZlh933I9oYxwQOuZW+bxKaiV3hs9LswuoKLWKUdc2ZFWJGtwqWMZIC7a611u9Hl6ObalFqL/7D9QU+9S2H2mnqkylSnyscn90adDLNILq5CcJ/atgopahdLBCDabGp3/tGyG6Xu32wRZw662GYagVOKMlUyyZp4vJumgNt10EUiIdzSJiDAbhnWPx3m92mLyoI7ImDtdTrDjgaCwsg6Js5bj74v2Y/iLf8qLddpuMovF93Uiv9JTP4YVT0zEjw+Ow8YnL1Z8f+Hr6+W+POBZMS8Cjb9Mtcx55bVInLWcmwbdbhPw6vXnyn9/vf0UAGDe6hNym+BlRPz9UC43u13HuEicKqqWr5k4azkue3sTRr20GqeLqmVnyljJ8XNYd/1MdWrNMGXm/J247O1NGPOKd6zlmnrlDhbbPt65RTtka1PFfIo0DoIgTAPwLgA7gPmEkLlG5/Tq1UtXmzl16lQ5lJqayMhILFiwAAsWLOD+HhUVhdJSZagnKgTO+e2o8uDwWHS99wNuOZcO8YQDah0Vrpsso88zf2j+BkCRTlILWsfeT3uXRbc26cBd53RjvEbsSbvKpvlF9T2roOON2u6Uta0cx8QOfHuNmDhjbXKBHGS/T0KsrGHZKa0MtdKGRoVRO2xll1Pfd4a04py7IhlzVbnOx/f1jmUoqAbbP4/m48+j+fLf6kDlOWW1yCmr9dp20jL2f/AbfuIWLSLCbOjIrIzvuqAXXvpdfBdfbcvAV9syTJUjCALmXD3Eu+0CWP/vi9E6KgyzlyUhvbDKK8wQINrt8r5Xs+mpyTiWW45vd4gmCdPe2ax57MBnV3K/353hCZdmE4B7VF70dU4X1iUXyIJhvcuN3NJauV2z8AK0t42JUGR0u0xKSco67N11QS98vf0Ubp+/0ysUVM/2MQqNoZmwiDS+NxXizp2jHTj+rgt6AQAOMKEPD2Yqx6IiaSFUZZBxkLYVtebsDymax4HMUvSfvcLrvMuHdsKqI2K7v3RIJ6xm+gBbFk3k8P3O017OSADkBSzvGrQcNuzc8bwKON0E9361G+uSC3DL6B74URK+NjHOnv9dfQL/XX0CbWPC8fQVg/HUkkMAgOE94uV2wL6XS9/ehB7tomUBBoC8UKCpj9l42S9fdw76d4pTLAgB4MZR3RXxhf+5+CD+ySTfoLa4tH2wCUS0EmfQRe0tTPIfunNSXedZhP96MAe/HuSnA6apdL/Ykg5A1IjOlNJkD35e2c+Kq+pNCcNxUWHyboteP9ajpNoT+/x2SWAlRNxJos9j/p2j0bF1pJytUVSKiPX7yxfeMczZdNaUTzemoXf7WHlBR8uPjbBjiEEiFQB4+5YRuOS/G/H1vWMBKKPU/KxKwawOAdk3IRapjF/DTw9fgOzSGnkOMJMxjWpMaZPVysBGmXl+T8UClPLcL2J0DJ5mmJcxk8ojO9P5cfgvenO9/PlRKWqOngMwIC5IbjyvO/ZwEokB3s7xNg07cABY88+L0K8j38SvKeO3ZlgQBDuADwFcAWAIgNsEQRiif1bjYybVLe3wlM/vHK17PE8g0+K6kcbxXM/vo515ZvNJcdtWPTHyuGiAt1ZTD+oRveKJibhnQiIeubgvRvWMx3f3n2+6jC0nC3WdG1iopuOYgcZXLwwLT9D+v2neMXlZzMaD/k1j0vIF6pDFen6H2W26Cyo97p7QGx/OHIVdz0xRlNG7Qyzat4rESp3EL2ax2wSco+HY6Q9uokySAXg0MZSVSbkKbaQeH98+CreN7aFYpPHoywjAaoEI8BZC2cgFLKN7tcX2py+Rw2nxUmiriZIcv2ZP1467S8eiJSaTZkSG+RbnePqwrtjyf5Nx1wW98P5tI3HJoI64Z0Ii0l+7UqF10ku//fvfLtSNz10hhfdjj6H9lWpof2S0kKxigVJS7ZAFYUBcNLxy/Tn4Xhp3pg72hGxiBWHAk1iHx19UDjs0VrfR86aLZV4ITi3UsawBj4BOd3TUdVezT1o4UU2pEbyEEmpuHtMDK/8+0VR5LKxfRb+EVkh79UpFu1Hrr+5fuEeRiCY6wq6b6rmyjm8HT4Vplqp6l6mxuE9CK2TMnS6HXGR9INT0aqc0c0xVOfiOTmyHa5kY3G1iwuX2qMWjkqLLlwQXq/9xkeZvvDj26t3Bk69cIX9eKC0C9PiLJNsIgoB/XzYA3z/guadnpw+W56sLJJlGTxZhGdq1tRxrmyU+JrxZCsJAwzTDYwGkEELSAEAQhEUArgWgr45sZJ6/egiWH87V/P2a4V3xyvXnYs41Q3Hjx9twyESGse8fGId315yUNaV6mGkYX98zFv04WhgAeOgiMbzWZZxJheWdW0age9sYPDGlP95de1LzuOhwO4Z0bY1/XTZA7sT9O8Xhhav5edEBMdbrFo30vTNG98DUwZ3wzhrta1JGSpqQYd3b6D5nNjapGXj23Hp0ah2J/HLvyYyGr9vz7FRFimM9Ul+9ElX1TiTnVuBYbjnuYjSiO5+ZolhR//DAODnLEo+IMBvuv7C315bWdJ0MUOf1auuVFvzJywfi+52nDVO5tooMQ9KLl8t/J780zSutbrC4ZUwPLN6dZUogvnRIJwiCgL4J/MD/FK3JkGZdG9ylNdYmF+CPx0VhYVj3eFOLlBVPTMTEN9brHkOzzfVoF4OHJvXB9ztPy4IjhWaf/PresQqt3YzzuuN/HNtfM5pASrvYCFw+tBMiw+x48dpzAAALNGwr9ejXsRVev3GYrHnXYsZoj8nJo5P7adoux5tIajCsexs5YQEAzLtlBIZpaOHfmjGc+z0rNBx58XJc88EW09k+qVLgvom9FYK8HgN17Pl9zf61+KEL8Naq45phCQExU6ggCHh8Sn9U1TlRVefEnGuGwiYISM4rh5soU/6+edMwPPnTIc3y/nPtUNx5QSJO5FegsLIO4/t2wO6MYny74xReuGao12J2WA/tbfZ2sRFoEx2OSRrZDT++fRQmDUzAv/93EE9eLsZ5V2tmA8Hs6YMxOrEtDmSW4s8j+XARgg6tIvDQRX1xo2QilfLKFbj7y92Ye+O5uPB1sU+/fQu/TY3v1wHLH78QKw7nye+Gzh33TEjEGCae9Tf3jcUdX+zCxP4dUF7jQM/2sXj52nNw5Xub8ekd58nHiXPtEKw6kodXrj8X3+88jS+2pGPRg+O4mRSXPjIBmZIJW2L7WMWYcNGABGTMnY7fDuZg/+lSjElsiw5xkXj596O4enhXjO/bQdEWH7tETCi19K/j0bdDK7SJCcf9E/ug3umWTQknD+yIhyb1QZ8OsViZlIf+neJwfu92WLY/G5cM6ohxfdojMkx0cp974zBU1Drxzq0jcCCzFEdzyhU+E80Nwd8wPYIg3ARgGiHkfunvOwCcTwh5TOuc0aNHkz17vG3zgk1GYRV2phchs7gGNpuAuMgwdImPQu8OsejVPlaOqcmzVdLD5SZ4b+1J2TYrsUMsBnSMw/RhXfDJxlRcN6IbEn0U1PQ4lluOeqcbuzOKcemQTjiZX4me7WNQXuNQ5DXPKRVtQ7OKq9GxdRROF1cj3C7gWG4Fbh3TQ5nBygS0jRRW1qN1dBgyi2vQOjoMVXUu9GgbjTC7DZtPnsEvB3Jw9fCuyCisQlmNA73ax2BApziE222IjrDLwkplnROniqowtGsb7Egrwqt/HMNdFyRi44kzeOHqIWjfKhIuN8GWlEJE2G0or3Ugu6QGF/Rtjx1pRZg0IAGFlfUY2TMemcXV6N0hFknZ5TiQVYoBHVthRVIeeneIxfH8Clw3opuX5qWm3oXcshqU1TgQbrchMsyGrJIajO/XXqGN25pSiJ/2ZuG+C3tjXXIBJg/siMo6J2yCqJVwut2GMWPVFFXWoUja8qyucyEizIb88lqM7BmvmeZVj8LKOszfnI5OrSNRWevEBX3by20hOa8c2SU1cLgIWkWGoXObSBzNrcCgznE4VVSNKYM6ek16R3NEe+GNJ85gTGI7bE0pxAV92+O8Xm2xM70Yy/aJAqzdZsNlQzoh3G5D5zZR6JsQi60pRWgdHYahXdp4pTktqarHlpRCjOwZj9JqB4Z0aY0ahwuFlXU4mFWGqYM7Ymd6MarrXCivdaBvQit0bxuNGodLIQRvSylEea0T7687iSmDO+G9tSdx29ieuGFUN4zu1Rbf7TwNNyH4aW8WHrqor2Ih4XS5cSy3Qg587wtZJdU4nFWGoV3b4FRxFRLbxyK7tAYxEXa43MTLRtpXKmodyCqpQf+OrVBcXY/46Ah5gko9U4m1x/IRHW5HZZ0LndtE4lhuBdpEh2PK4I4YZMLRksXpcuPjDamIjrDjQGYpnrlyMBbtOo0Zo3vIyQj2ZBRjV0YxLh3cSbZNHNenPT5YdxIPXtQXQ1Te/d/sOIXfDubg6mFdsGx/Nm4Y1R2FlXX4+9QBIITgcHYZVibloaTagehwOzacKMCTlw1EWmEVbhjVzasfZRZXY9/pEuw/XSonLIgKt8lxUCvrnHh22WH0SWiF1lFhuOLcLnLSHTW1DhfeW3sS3dvGIDrChvjoCGSWVKOwog6XDumsaA+pZyrxw87T6BIfjW1S288vr0Wn1lG4bmQ3OcOZ2y3eU0ZRFXJKRY3orwdzMPvKwbiwv7hDdyCzFH8czv1/9s47Tooi7eO/mo3kjKIgC6iHcoIBA2bECJ6e6bw7z+x5pvNOL7wY8DCCWVHMYlZMKOqSYYmS47Kw7LLLLiwsbGBznpl6/+jumeqeTjPTE3b2+X4+A7M9Haqrq6ueeuoJOHNIbyzaeQhD+3ZFRUMLuqUlo6K+FX8YPUhVj+8tL8Dc7Qdx5cij8PQvOzDrvrOxs7QWGX264Jxjg1v1cxqvV7LR3nWwFq0ejjWFlb5Y6JcJiVCCOd8nq4tQUtWE3l1SMWpgTxRVNoBDWjV66YZRQfetBKGFMbaRc26+1K/sG4YwfAOAyzTC8Bmc879r9rsbwN0AcMwxx8RPBGUAACAASURBVJxWXFwc0vUIgiAIgiAIwg7BCMPhRJMoASCmXRoIIMDQh3P+Hud8NOd8dL9++ssoBEEQBEEQBBELwtEMJwPIAzAOwH4A6wH8mXMemDjcf0w5gFiohvsC0Dd6JQhjqN0QoUDthggFajdEKFC7MWYw59yWFjZkBzrOuZsx9gCA+ZBCq80wE4TlY2KiGmaMbbCrKicIBWo3RChQuyFCgdoNEQrUbpwhrDjDnPM5AMwD7RIEQRAEQRBEnBKTdMwEQRAEQRAEEQ90FGH4vVgXgGiXULshQoHaDREK1G6IUKB24wAhO9ARBEEQBEEQRHuno2iGCYIgCIIgCCKAmAjDjLFBjLEsxthOxlgOY+wf8vbejLGFjLF8+f9e8nbGGJvGGNvNGNvGGDtV3j6WMbZF+DQzxn5vcM1b5fPmM8ZuFbbfKJ8zhzH2gkmZT2OMZctlmMbkVHWMsRvkY72MMfLojCAJ1m5OZoytka+/gTFmnWieCIl22m6eZYztY4zVa7bfxhgrF8pwlxN1RATS3toNY6wzYyyTMZYr7zdV+O1hxtgO+RyLGWOD9c5BhE+CtZvBcnvZxhhbyhgbqHeOhIBzHvUPgAEATpW/d4MUr/hEAC8AmChvnwjgefn7eABzATAAZwFYq3PO3gAOA+hs8Fuh/H8v+XsvAH0A7AXQT97vEwDjDMq8DsAYuQxzAVwhbz8BwG8ALAUwOhb12VE+CdZuFgjfxwNYGuv6TdRPO203Z8nlrtdsvw3Am7Gu047waW/tBkBnAGPl76kAVgh9zFjlmgDuBfB1rOs3UT8J1m6+BXCr/P0iAJ/Fun4j9YmJZphzXso53yR/rwOwE8DRAK6G9MAg/6/Mgq4G8CmXWAOgJ2NsgOa01wOYyzlv1LnkZQAWcs4Pc86rACwEcDmAoQDyOOfl8n6LAFynPVi+VnfO+WoutYpPlbJxzndyzncFXwtEsCRSuwHAAXSXv/eATvZGwhnaW7uRy7mGc14awu0SDtHe2g3nvJFzniV/bwWwCVJmWHDOs4RrrlG2E86TSO0GkhC/WP6eJZc1IYm5zTBjLAPAKQDWAjhCGQDk//vLux0NYJ9wWIm8TeSPAL4yuIzR8bsBDGeMZTApo97voU4xLR5fYnF9IookQLv5J4AXGWP7ALwE4BGDMhAO0k7ajRXXycuW3zHGQjmeCJL21m4YYz0B/A5+QUbkTkiaSCLCJEC72Qq/AH0NgG6MsT5m52ivxFQYZox1BfA9gH9yzmvNdtXZ5guDIc+iToKUDc/28fIs6l4AX0NaGigC4A72+kR0SZB2cy+AhzjngwA8BOBDgzIQDtGO2o0ZPwPI4JyPhKTp+cRifyJM2lu7kQWfrwBM45wXan77C4DRAF40vAvCERKk3fwbwAWMsc0ALgCw3+wc7ZmYCcOMsRRIDeULzvksefMhZXlA/r9M3l4C9YxmINTLyn8A8APnvE0+9kzB6Pwqs+M55z9zzs/knI8BsAtAPmMsSTj+Kfn4gXrHE9ElgdrNrQCU8n8LgBzoIkg7azeGcM4rOect8p/vAzgtmHoggqOdtpv3AORzzl/T3MvFAB4DcJXQhogIkCjthnN+gHN+Lef8FEhtB5zzmpArJp7hsTEwZ5DsJ1/TbH8RagPzF+TvE6A2MF+nOW4NZANwg+v1BrAHklF5L/l7b/m3/vL/vQBsAXC8wTnWy9dWHKHGa35fCnKgo3Zjs91AsiO7UP4+DsDGWNdvon7aY7sRzqV1oBsgfL8GwJpY12+iftpjuwHwDCQhzKXZfgqAAgDHxbpeE/2TYO2mr7INwLMAnop1/UbsucWosZwLaRlgm/yAtkDyqOwDyVYlX/5feaAMwHT5Zc6GIHQCyICkundZXPMOSDY0uwHcLmz/CsAO+fNHk+NHA9gul+FN+BOWXANpZtYC4BCA+bF+qIn6SbB2cy6AjZBsstYCOC3W9Zuon3babl6Q+xWv/P9kefsUADlyu8kCMDzW9Zuon/bWbiBpBDmkibZS3rvk3xZBGp+U7T/Fun4T9ZNg7eZ6ubx5AD4AkBbr+o3UJ6oZ6Pr27cszMjKidj2CIAiCIAii47Fx48YKznk/O/smR7owIhkZGdiwYUM0L0kQBEEQBEF0MBhjxXb3jXloNYIgCIIgCIKIFSQMEwSRMGSX1ODhr7fA66XIhwRBEIQ9SBgmCCJhuPuzDZi1eT8O1jbHuigEQRBEO4GEYYIgEg7SCxMEQRB2IWGYIIiEobRG0gjvLquPcUkIgiCI9gIJwwRBJBx5B+tiXQSCiCnfbNiHynpKNEcQdiBhmCAIgiASiL2Vjfjvd9tw7xebYl0UgmgXkDBMEARBEAlEm9cLACivI80wQdiBhGGCIAiCSCCSGAMAeKOYYZYg2jMkDBMEQRBEAuGSheHiysYYl4Qg2gckDBMEkXDwEIKrbSupxptL8iNQGoKILrIsTBAB3DpjHf45c3OsixF3kDBMEETCwRC8NHDVm6vw0oK8CJSGIKKLy0XSMKHPsrxy/LjlQKyLEXd0eGF4675qfLq6KNbFIAiCIAhHIFmYIIIjOdYFiDVXT18FALhlTEZsC0IQBEHENc1tHrS0edGjc0qsi2KKi+wkCCIoOrxmmCAIgiDscPWbqzDqqQWxLoYlJAoTRHCQMEwQBEEQNth1qJ1kNiRpmCCCgoRhgiAIAR5nsVnXFx1GxsRMrC6ojHVRiPZCfDVhgoh7SBgmCCLhCCW0mu/YOBMkHvhSSqn7+I/ZMS4JQRBEYkLCMEFEieY2DzzeOJO0iADi7QndcNogAMDvRh0V9LFT5u7EBS9mOV0kIs6JtzZMEPEOCcMEESWGT5qH+77YGJNr7zpYhwU5B2Ny7VgQSpxhhXhLYauEyQrlnt5dVkhZyAhCB7fHi7K65lgXg4gTSBgmiCgyP+dQTK572WvLcfdnsRHEY0EimUkQRHuixe1Bc5sn1sWwZNwry3DGs4tR19wW66IQcQAJw4SP7ftrUFHfEutiEDHA4+UorWmKdTEcIxzNcDiCdCSIr9IQ7YFYTuhOmrwAo56M//BzyopJq9sb45IQ8QAJwzLx5kEeC658YyUue3V5rIvRISmtaUJDiztm139x/i6MmbIEh2oTY9kwKYwUXPHaFVAeBcIuP27ZH7Nrt7q9aGkHAmZPOXEKoxeLAAnDPuJ1AIw2lQ2tsS5CALO37EfGxEw0tTq79MY5j5vlvDFTluCGd1bH7PpLd5UBQMKsDOSX1ce6CESQNLd52k34uP3VTXG9kjJ1bm6si2CbnAM1MalLZcwnUTh0dhyoxZrC9vHOWkHCsEwkZWGKIhAe/5i5BQCweW+Vo+d96OstGD5pHqriZAKwo7Q2ZtdWtCOJMin8at3ekI+N1zqI13I5xfBJ8/Cn99dgd1n8J7Y4Z+oSjJmyJNbFSAgmTFsZk7pUVoMT/LWKKOOnrcAf31sT62I4AgnDMpE0kxg+aR7+1oGclyKF0/OJH7ccAACU1SWGNjQcSDviR7QZ/mx1EbJyy2JXmA5IdSM5NCUC8W56qJQu3stJRAcShmUi/Tos2hmbKAKJRKQcm0hrH5o9am1zW9Q8sZ/8OQcZEzOjci2xOUyanYPbP14fleta0R5NGxtb3baEjTaP38b0560HIlkkIgw456hvceO7jSWWz/Whr7c4cs2dpbWOO7ktzytHXbPko0G9PwGQMOwj3mKLOknGxExM+nF7rIsRNpF6ROJAHE98vGoPCsuja/saTB2PnLwAJ03W9xpfmV/hqEPgR6uKHDuXFaQpcobC8nqc+MR8fLNhn+W+z2bu9H3ffiB25kKEOdOzduO3/5uPf3+7FRuKzc3WlJW3cDhY04wrXl+BJ2Y7N37VNrfhlhnrfH/T604AJAz7iKcX4pdtB/De8gJHz/nZmmJHzxcLIvWIDseJzbCI2+PF5J934Lq3f43K9VyKzbADtVxS1Yi/fLgW//52a9jnigVx1BXEHdWNrXDbnDzmHZImcot2WpuZrN1z2Pc9HMXE6oJKFER5AgkAu8vqkXOgJurXjTYvLcjzfY9G9JtaeeXJSvAOhtHPLFL9HW+hFNsjP26OXfQSpyBhOA554MvNeG6OfW/gedsP4tnMHREsUXzglMaOc453l/knG/FoJqGUSFnKizTKErwTVdEoR/1orxEd9lLGNl2a2zw4+amFeOKnHJtHSI3JjnWHuE84r/mf3l+DcS8vC/0EJpgt1V/8yjJMmLYyIteNV6LRayqTdCdXbgOeY/x1/+2OlxbsinURwiYsYZgxVsQYy2aMbWGMbXCqULEgnjTDwXLP5xvx/oo9sS5GxHHqEa3dcxhThNBDHoOHv27PYWRMzERlDMONOXHPLW7r8HHBmqOa1YlyLmXy4vVyx2yLI2XCcPX0Vb7vV77RsYQau7S0SUKEXZte5VG5bBg7i7vEa1f8chgDfmV9Cz5bXeRYWRIRvRU6JVy4N4IKizjUhbQ7Ivl8ooUTmuGxnPOTOeejHThXzIiUzTDZHzqIQ1WpjVds9CK/t7wQALDRwSU6K1bmV6j+dkJrPSWIVQa77fWuT43nvlrZ553lBThp8gLby+tmROp12rqvOjInTiSCnDEpTdeO459KGI7TPrM4jBWDf8zcgkmzc7DrYPyHjbNNmI+pocWNKXP8tuKNrYGrYEryHCOFhROQmUT4JIAsTGYSCgnwLKOC18ux0+F4uGV1zbaWpkPptLxejvu/3KQSaHt1SVXt47Z4k6PZNrLk5BdO9v17Khqsd/LZDNtjf5X9IPkvzJM0alb1bIeO/J6uLzpsvVM0sPkQlPfVSDN81ycbfBFCxPTZTismapvbdAWtaFLdJGk9Eyn1b7hC5LQl+XhXVjgA+n2ez0wigtUWp3OvdkUiBCAIVxjmABYwxjYyxu52okCxIl61EbHATHh6e1kBrnh9BbY4qEk787nFOP/FLMv9QnlElQ2tyNxWirsFTab2Wa/do59Bpz2GstIjJcn6NfebNlifz+3x2orNrD3V5w44cUar043H2MIr8itQ3aheSn5tUR4mfr8tKtdX3ge7T8A39zF4j8Rwky6VZjjoopkycvICnP+Cdf8SSZy2fa1pbMP+6thmwLvj4w1h2dfbmRj42lxENcNEuJAwDJzDOT8VwBUA7meMna/dgTF2N2NsA2NsQ3l5eZiXixyRepTtsY2MfWmp4W+Kx3QwmkEr7NZRKIpFOwP4pmJzwT4Wz1BJj+wEqcnB2Wxa8atlylz9Sn9GCJ8VKtF6FpGKLTziiXn4k0nGpt1l9Xhp/i7V4C/ec73Gg/+1RfmYuX6fYzGYX12Yh00GmR6DnRsq92DHZlhsgFohqaC8Hhe9tDSsqC8V9aEdm3OgBsWVknIgHE2ocndOCQ0XvpSFc6bGPgPe3Z855yqkt/IRFTOJ9jhIxwElVf6JUDw6oQdLWMIw5/yA/H8ZgB8AnKGzz3uc89Gc89H9+vUL53IRhSfO6lVEYRHw7rVLKJ2WL2SYfOyL83Mxb/tB1T4NMV5CFTlU2wwAKHFwsqFagrbstKzr2EooMZN9Fu4IL/lMe9dANLR6sLrQeDLxlw/W4s2s3YbCW5snsvf/+uJ8XPuWM+H8lEcVrBDdqLHpf3dZAQorGrBwx0GDIyLHhGkrccGLS3XLFQwsSDMkK6riJEtfroM20EooPpEk33jj2GUCaOddSsw493n/akuHFoYZY10YY92U7wAuBdBuMzuEa//0/caShIi1Z4XTGo5gCOWKShQDZfCYnlWgslMDohMv0y6/bCsFoF42DpeVu/1OeUYalqDMJGx2fHp7fbfROgFDtNh3uBEZEzORXRJ6fNjqxlZkTMzE/BxnBDW3hXFkPCSIsTspVfpUW6sOwjmP6d3ZapeQOOl/87E8L7TVyRa3Bys0zq3B4IrCcn+otHm8OPXphfhlW2wz/63abVy/kYxWcN4LWR0iRnQkUZr1HR+vx0mT58e2MCESjmb4CAArGWNbAawDkMk5n+dMsaKPnT5qb2Ujrn/7V18gcJF/fbsV/9RJPxl/XV942FryjBCcc2wrqQ5KeN172NqmzSiWr/9Oo/8UO6Ummf7e0OJGxsRMy3BNZXXNqGnyt9c52aW6+wWjubIyQY5EC/HHQXbuWSimKDPX7w35HEos5fc1E6xwESfnogAcSVnKKvxdqNpNW7Kw8D1SE+26FjdeXphnvaMOLWE6vvnqLg4HhKqGVhxuaMWTP8c2Vn2nFOM+L9LKl79/tTmi5090lOezJLcsarHxnSZkYZhzXsg5HyV/RnDOn3WyYNHmghezLAeD1xbnYUNxFeZvj/5yXbwQCaHELpwDV725KqhlXGZjKE4yUMPG0oEu2WX+aioObB+uNI8vrcSGVfjHzMAJGxCcZnjfYXsmHHpasFCbjcuGMBGs1s3lCt/kx/mVksBG19zmX54PdQVr6txcy/p5xUJQDN5mWD7OxoskFs2oLr9avw95h2ITmiwpzM7A936FX5Sg2VhchbOnLFZNivXQq/YdB2ojppVt1vRNekomBSci0ZhRWN6A7ftJOxwqDWGYEMULHTq0mmg7Wtvsxs5S8442RRZQIv1ixjN2hJJIoVT7LosBsaqhNagQRsP6dQ2nWBHBbvU6JoIFMdZbCk0RmEXYETqDfS03FEmOYgXl+tFT7AjXTtuCKpzx7GJ/OVRlCu187ywrsAyxZ1f7abcMSghGMWqE4TmFu1xfVIV9Ois6W/dV49JXl9u7uEyALWOMVLP+EGGRv75WqJy2OB8HapqxJNfgOfheV3XZNu2twvhpKwLMypziq3XqFRkz++No1Bsl2+nYdGhh+J7PNwa1f4rslR9M8gB97RhHxsRMvDDPfjIEO0QjDqmTaXuDxa5W7JSnF+L+LzfZPm882QwriO3GrHzVjW2mDm125VJFg+6kTWNRZSOmZ+125Fx22l0w2tk2jxc/yDb+6/bovzfPz7POOBbt98F0MhBmIayqzx+Zxd51lKyYdc1u5JtMYJVoDSLnORQKbdijc1R/h1pD4T7eaLaT7zeWqP5WtOn/+mar7v5Gq2cH5NBt8aAxjWQ0CYIAOrgwHCzK0nW4Ht3Ke/3W0oJwi6Ti2w3OOScZCUVKxxkpMwmvlxt6pgbjsapELRAH7gsMYhlbRZOIdj+8aW+VavBdkW/s9FPT1IZTn15o+LttLa2Dg7V4xRfnqwXKUE/PbMTIC+Y52dn3nWXW76dyr1v3VUfFOcrsEuUWacNjKU68Z6JdvODFpSi3Ebc6loT7bKMRL1ehtkndnzXJZjZ23+09FQ2yU2hgHxptlCtHMukGQQAkDAdFarJUXa1BaIZF0wvF9s+prqXV7cUf31vt+7uhxTm7HaOOM9J2tEMfnePT5mwoOozPhEQNZg4WenDOVamXjdKpNhrUmx1740iQf6jOspE4XTK/TWP4rTMSbcTlE9b1y/fS/F04/vG5ts/nVBlFh9LFO8OPDa1XLrvyk9UtWZ8nckJPVaN5OL5DtfEtDIerAFHaycbiKmRMzERpTeQSZng0kqPd9qPs9648Cfx5a2yjS4hESzMs2ucTHYsOKwwbmS+YoThaTZ2ba6jJePSHbPztsw2+c/3uTb8d0iOzspExMdO3/BTugLynogFrCiNjGmFH88s5x3vLC1BhoZEKhTnZpbj+ndWY9KM/Wp+V5kvLG0t24+7PrE1h6h2IM1xe1+Jo2CuntDF2m1i0nAW12n27QoFVBq83dcwxjCJnAM5NJsR6s2MbGwpiWzCza7TxxjpTnhBOs8iBiUIseX2RsZ18i9tagFLa7yerpcn9r7utEteEjlZwtBrXtIsuY4b10RzvVMlCx+PlmL3FPHTpa4vy8OaS/LCuEw+hC4nY0IGF4eCPyRMM/P/znb791Zdr92J+ziEMeWSOb4atoNgo7rIZqHzmur2maWG1ApOVALUyiDiZdoThgvJ6PDcnF6OfWWT7vHa574tAm9/HfggujPXX6+2ZjVjdqlVNtLg9OP3ZRfg/h9Licq4uUziDUdBCboQHviVCe1688xDGTFmCxTaESL8Dnf7vfbqkBmzTa0MKTt2mqBke2KtT2OfTCi5FFQ34fI3a0cjIOdTqnX3WIgOgbQ2ivd1UHH9EfDiphvoumTlX2zmn0kwioTjQopXnrIqn7SK00XXC6X+c1LT+Y+YW04gTry3Kx0sLQgudpxAHcn9ECSeLY6LTYYXhv3y4Nqj9K+tbsFgYyLunp1ge86qBNqGwIjDTjh4TZ2Wr0sJmbitFo6DF1HZS6RZmBMHcs50O0Op6wRJOnns9wrVrtitIKkuoToXc41ALfXp3EaxjnBWKUPfnD9aiTM6CFypW11QEvm1ysos7P9kQkBXQqHzKqkrANWMYBk9hkEGyiGAQM89xzlV9jkK1gcmBVXPP2lWu6j8iiTYaRNe05KhcN1IYhV/0erlm4mrga6FpoEaPqqHFjSGPZGJBGElctGYSdiU8pewBATjCEBEP1hj3JRNOGmCjTOq/PRHOwBgPWvBIopcLgZDosMLwrwX2lqkaWiRP6CbNDNfO4GskFDw3J/goElv3VeP+Lzfhidk5vm1aYa/SIIVrKOQcqLXcx2iAUPjKQrOtZdPeKtv7fvJrkeU+4XZsipBrN9pEQ6vHEVtAztUDUDQ6aLE9f2Sjbu2eS49KWTsh7nfP5xtRUG48SVT2vXr6KqM9giihcwQjhJtl2NLD6LkbNQerkIMAUGoinNhuZ8J+Xi/Xja6jDZsVL+EoQxXsjCbWz2TuVJ3TKGWztpkYCc17KhrAOfDqInvL/Vv3VQds0z6OOqH/0ttfK6g7GcbMTCERygQ24vHt46OZRozDDdGxza9qhxroDisM2+Wvn27AJa8uD+gw7GRiczKlriKQlVQZa0/tZFszQmv3dt3b9hNbGPGIRrNthZVwLfK/n3Is9wnX7laxAX3N5sAEAGOmLAnrmoBUbqf6/HA1yMWVDZZLnU/MDs585eUF+iHL7jBpKy6LthErzXAwGRlv+sC/MjNtsXWb4tAXmowEgts/sn7X3GFo1vQue/vH63HsY4GOi9rkGMHE/XaCJoeTABjV+ZzsUpUm9c8f6K++aZuJkUNesFEn9CaHAZphi/21aO81nL7IaTt6O3L6vsONpuYUZsQyckY0SLJI5uQUWuVhe4CEYQG910DRIGtny3aGQKuwVsF0MnrpPLXH6wXVt+pUvV6OxlY3ci0Sjujh9CQ9GGHYDk55qOs5yOQerI2Ys4WkGRb+DqODDseBzuPluODFpbjfxPYWAD5dXWz6uxblndKuPpi1J6v7CDY0V7Bt1+hZi/UWzDmtEpcAxgJYOO+dWVsKpZ0ty9MP+6ft+8J5V0KJ6uJ0qDYjIUyauPp/1NO8AsDSXep6+m6jvj+DExFszLTwY3/Tz/C3qsY2cM51zCRCZ3qWcXjCUM5rp42e90IWrpwWWgKNRDeTiJbOIJxJd6wgYVjAbHkooDO3ZSbhHH6NgX9bMFopI576ZQdOfGK+bj5xK0Ha6SQfTgvDkaKkqhGXv7YCT/+yI6Tj31tuHr+WA6oHrY0bGhQhVKk229tSA4EnVBRN81lD1V7rySbP34m2Hg5GZkOi8LK7zJ4vgF2MXr9wlorN4rU2Celxzd79Vo/XUvOWlqweWqJtJuG0hs9sYqLtO+1odS8a3l93uxPN3Kx9pCQFDvniJafMzQ04fuGOQ6gM0fHPcbMGm6cLdZW0/Ylw8UlbOwwMTcKwgFksQyWJg4KdGXydQ5nNOOc+W1Sxk7fTcVr1RUqiji/WBmr3rAawf8x01hjfTBiKLepyVTVIgsDG4iqdX62xshl/Z2kB9lT4O/P91c46FuqhJ2z6Yg8HOaBZtUvF8fLY/uoIA2aTIaNVljaPF5nbjEOohTqIa+nVWd9hViyyXni3cPByfXOZcOQLM+FEjCtrFTN55OQFpiHFFOdIhbYom0kY2luHWHdGihIvB86euiRgmxVOrhpqn8PIgT0N97VKXPTe8kLde73XYnXIELPL2bhH7aQm0nOqaCRF6QgEkyArXiBhWCBJ00GJudynzFULMNFUVDW1efDQ11IoN7GNOVEGpVNu0RmszPqFYJwsaprs2W91SnU2OkWk0NPSi4TbEeyvbsKMVXt8f4cTS9rusqvYlszalROhkpRJj3bgMROGjX667aN1Aam3h/br4vvuVOIAo2caC4V1WGYSNo/9cOUey31+3mo8CdFq5lqjvGza1ObBuJeX2tp33R51ch89jBQlLTrvgx1tqFH/GWzKayDwmfbvlma4r52EUXpFM4riAliE63L4/Yi0A137E+FiRz+TdkbCcDtHFMYyJmbijo83GO4bzTGwWVi+VLSRdtE2Sa0AotyHXuM163iCaet2l4+7pVmHq4sFwQo8TjsL2XnmU+bqx5ANMhuzLuKj1jpGhYKS1lzbhMyF4cDf9lY2YpVO8oIUwUmkpMqZTF9GscFtp7sOAS/nug6z4ZgA2BUmVhc6mxQiHJvhULKP7TpYh4LyQB8KPf7wrjq5j24ZDIqvp0SwU8cvL8zTFTCdsBnupRNzW0HvOWib8BtBJq4wcogFnB8njWrWqQgYpBi2z7WnHG34G9kMt3OCeZ+iacNoNJCE8uIGE67JqY5hpibMklNEa0nLyhlnncZ2+p7PrbPehYt20Hx3WaHBfjbPZ9KexWq2E1vaSkBMTtKkvFK2mwjDB3ViH/995maD6/u/f2Cg4QxWoDRaJo5kL+D2ctTq2PIr/VRdCB7zXs6xvugwMiZmqgTtjcXqNnz3+UMDjrWaWJuhtzr0u1FH2Tq21ubKkohREzSLe2uG0b3qaVrtVku+iZIg71C9bsg6O5hdXy+KhbYvUcLvaeuwplH/OWjb6CnHGJtpiIQyqTOqk09WFwV9Lj0SPZqEk5jVlJtshts3wXTuUTWTMAgTpNVAPH/dSZbnCtBayPehN7M203DYyRqmkLXL3vPOFwAAIABJREFUngOWdkC24vO1zgjZJwzoHtJxSu00a56PkYd9JBk1yN4AZIQohyqDo97TNwvt5z/enN6y5ko78AQbAaDUYOnWaUc2MyKpGd66rxoDeqQHbFfeSzuxwLVc89aveOyHbABq85vr3l6t2k8vo58WMWaxkaBkRopNHwHf5CkIjJ5LZUOr7QygIsEsz4czR98jJGSatsSeDXow19NdZTKoXnEzY8Dpz+lnGjUbN/Umc8GgPbWRH8v2/cG/C3rUh1neeGeLQbQTpyEziXZOMB7P0RSGtVroHzaXAAj0DNeLIajtqLSaDG3kABFTYTiIZBpD+trLzDX55+CiM2izXIVC365p2FkaXEcabTvRE20I6+EXyX8GM0ewR2ZlW5/JojBKe9Y2rwMmWrs7zx1i+zpO2Z7HQwphsxWb5+cFn7wHkLSOgLkm3k5fKJq1rN3jrFmFSCjCpdmyeSiRBoIZ28Oxa31/hX8lw27/FqjNDPL6dhz+wBxNxgEAFXXBJ2YwKkNGn9CyP+565nLV33/91Ng0klBjNgkyiqMdz5AwLBCcnUvsIh/4nem0nrbW5dcLoQboz+T0zhaKd/6gXuGnqY0UFQ5EG4ikdtD4muq/jZ683RZt9xYuPuEIm2e0vlYwMoOe3GZkX2nUxoNF65VfqJMhL5JPvl+3NINoEtLGzXvD0/LsN3GKsoMoDGu1t2cO6R3WuUVCES6dTjsbTBnCEYavO3Vg0MdEylpMq4QR//zXJceblsfOapvWvMwORpO0ULrgF64bibRk9cTZrp05Yd7uyEyinZOabL86nJJ/9FIQ27W5Ckj9qdM4tX2H1rlLL5mH73Q67VnRKlkhzhqPCXHWbkW4gzkA/Pbo0EwkRLQz5NMG9wr7nCI7gtRch4Jec9ZrEwPlic0Vvz0y7Gvp9aX1BuEIlbJ0CUHrW1bbHGCzakeA0Ao1F728LGCfSM6DuqQm69owOiX7dEtPNvzNjhZQ1CxrV6W6pBmfW8HufWgFlHCXYEN5ZMFoRcMpXZc0f/u2W06tgOiUcKwVhsXLXHWyub13d6FtObGCp2AUzUZPIWH1zNpL9KJ4xax2yUyinWOUPUgPp0Li6jmHaNuRUYB7bQQBO6YOAWYS8n3oeWzrnS8txV6TEZdJuqdHJkqEWXxZuwzuI4XhsnKs0XNiVIRgbZ043RFcY+K1KxQGgBRhIRTsOoQqqV7vu/DYkK4jotTfZ3ee4dtmFIlDqX9x4LcriJ7x3GKMetI8Lq5++ZzZJ1R2l9frarmdCi+ll4BBwc4Vqhr9y9xakwvto+lqIBzbsU3W2oBf9eZKfLa6yEYJ9QllAhPMK61VInwkhEm0PDaER/vDppLgD7KDJtyiIuBumnQJkoW2o2ekkSY42toJ56ZgJcCaZbQLOJdFZcZvXPv2gVi9nVKSVEohiibRzvl0TZHtfZ0IgQMYDDqal/jKNwJTS3q9PCCwvV4/otUaGAkbdm2G/3zGMbrHa9kgOMNFKm1xuHx25xk+gdoqJqnoeKB99toIC0Z1rHS+p9rU/CuYxQ1V2FpSg7s/3YDzX8zCnGzjScKEkwbobrcrICjtacRR3fHPi4/T3UcMBaiH4lCptK5enVPxzO9/K59f/1glhFWL22upado2+VI8dHHgMu50mw5JCk5mTQtlgtTc6sFSHdv822asdyR8nzauuojeu69dARHNn7L3q/sibZi8EUfpr8CYaZDz5TB+Wg12zoFaTJqdg+rG4G1OAWBDcRW+XLsXY19aavuYYOyMxbo73NCKJw18IfRsLkOZ6JQHaeplV4mgbR1VspNk7y6ploIkA3ChnPo5WzNOaUlJYj7zEG3msnGa1ZhFOw/pOsjqppOX67KwvB6frSkOKq55pKltbnNkZTMcdpfVO2YH3tTmwU9CTPdoZ5x0gqgLwy0tLbjzzjsxePBgdOvWDaeccgrmzp3r+33x4sUYPnw4OnfujLFjx6K4uFh17B133IHu3bvjyCOPxCuvvOL77YsvvkDXrl19n86dO4Mxho0b9cNccU8byn94DiVv34Hi569E895tKhmUc46qpR9h3+t/wr7X/4SqrBm47lS/hs4xj3Ubpg166NlbaZdUPV4eEIpGGURLa5rg9XLBgc5W0dC9k76W9+YP1+IvH6z1ad9EAbFBJxpGVUMrdoTgDW/E7C37MfSRzOAiggjdfUOrx1RgETtObcernQXvKK1FlkaIqahv8XUQx/QOzmzE7gC5QM6S+JQw+GoP1TMFqm9xBwz2328s0V2i93g5XAxwuRj+fpFfGBbr/UudbIYiimCkHMKYf6Jg9AzE8s1cbx5FpHt6Cm47JyNg+/7q4MJqKQk7Zt9/ju7v5XUt2FOpXsJfW1iJ5TrRRL5ev0/3HF4vN1z63Xu4EWU6ETYO1jbj2czQUoGLmE2A7PRBry7K832fqklKpLTZoX2llZe1ew4HHdbskleX486P1xtqj78IMZrM20sL8OgP2dhT0WDoM1DT1KZKumSk2dZDfF/F6BBayuta8NDXW5AxMRMZEzPx+I/ZqkgXszbvxxuL8zFDJzzgMCGxzPSsAlQ1tPreQe2jm/fP81R/a5PUGIUT04uhrGBqYiCXo0C2sc/aFTihE4WwNg/HcbKzanOr+ppN8rsh1v/Fr+iYK+kop5THcNHLyzDpx+0ByUGMopQ4obwRo6uU1TUHrGSMf30FztFkLgyVUCfGF7+yLGQnXCCw3YgZaT9YoR/qM56JujDsdrsxaNAgLFu2DDU1NXj66afxhz/8AUVFRaioqMC1116Lp59+GocPH8bo0aNx4403+o6dPHky8vPzUVxcjKysLLzwwguYN28eAOCmm25CfX297/PWW29h6NChOOWUU7CnQt8oPm3gCPT93b+Q1EWy8RRf0Pqt89CYvwYDbn8DA+54A00F6/HrLzN9vzsVlF5pUDVNbXh3WQFa3V5bws/sLYGZtcQBzO3xYtijc3DyUwtV+1w9fRUyJmZizJQleHz2dsFm2FpLkbWrzJe+WcuK/Aqs3F3hW6bvkurvvKYtzseq3RWq/e/7YhPGT1vhSEYzQHoRvTy4EDtaYeBzTRaqPwla8PV79J09FuQcxC0z1gVsv/3j9aq/V+T7BaQftxxAxsRM2+Go9AQTs/BQejF5FbRa45KqRvz2f/MDwnT969ut+M3j8wKOd3u5L2lGkovhv5f/BgCQK5RnoIXDpH+iJN0YA/NNNoyW134t8L9v07MK0Obxmq7NpOuY83y/qQT/990207LpMUQQPETOnroYt3+kfs43vrcGt8xYh8tfW67abpSF8dRnFmL4pHm6Gpopc3NVGpbxJ/nttD9ZbT7hsMN/dOoi9+nLpffCRh90qDZQkFy3R4phvGhnGRgDZt13tu+3s6YsVrV5pc9Z9p8LfdsuGt5fdb7FuWWGWqaBvTpZltGKHzfv930XJ2KjnlygSrok2vICwHs3n2Z4TrG4Wq1o9uRLfd//8902/CBc//M1e/HucrUQ8fLCPDz1yw68OF8ttJx4VA/V36c8vRBDHpmDxlYdsxoHFua0ZlQq0zedx8MY8NfzpFjVs7ccwK9C///hyj0Y+ugc39/f3jPGN4E0Sh507rF9TctnNHEX0TYjZewrmjpBtf24x+Yiu6QGL+gIipv3VvkmL0Zc8foKjHpqAVbmS/d8/xebMGl2jkoOUZIBHTLpq2dv2Y+MiZmmK2F7Khpw/ONzLc2GPlhRiF+2BcoM2vamcMpTC5Ax0Vi5tLeyER+tMr7mhuIqQ/+PeCXqwnCXLl0wefJkZGRkwOVy4corr8SQIUOwceNGzJo1CyNGjMANN9yA9PR0TJ48GVu3bkVurtQoP/30U0yaNAm9evXCCSecgL/+9a/4+OOPda/zySef4JZbbsEjs7Zj7EtLAx4MS0pB99OvRvrAEUhLlV5s8WVpyF6M7qdfg+TufZHcrS+6nX4Nti6ZjaX/vhAA8HuNA8HIgT1w3nH6L6zR0jQAHJC1VW8uyceUubn4duM+W1qZwXpOaULD1Wr69Ja1Zm/eb5qBTvse3P7ReqwvMs+G9oEcGkg7u77pg7Wqmbkymbgv1Jz3GkYOlAaHupZAoWPUwB4qu1QFBuCpq0f4/t6scWZME7So2nTcgFQ/d39mL8HGkL6BYbq0Hb+R+YTe5OiuEEMAtbi9qqgIby21b4MHSO1E1JJ3lgXb/wqC1XH9pXt9/5bRqmOVNMlKrNN7PpeePWN+LY1dc4LjHptrGsVD6yWu8LXBZM4MI5t3s/BBuQfrVDbKRs651bJwaKaFU5j+51Mt9wmV8ScdiWP7d0V6ShIYgrORFfnDu/54xScP6omendVa3coGtQDNmGS3//29Y/DgRcdiyrWBsdKNsghqn7HehOJhk6gHgDpWsplG8Pcau/0eBitkgFowE4XW44/oamqnbYZdW9l/ztyi6rfvOGcIhh/ZLWC/YM12grGzVs58rRAZ488frPWZms3b7p+QnzigO07P6O1bNZhpsIKS5GJ4Wjal0qN358DVA6toS6K/zu5nr1D99vu3VuGtpQUB9XTNW78almFOdim27qv2hepUnOOVd1yvff39S/3EQYBf03reC1mG+ygC+6TZOYb7zM85iGcyd+IBk2tpUUxiXl2Yp/u7ncRSetF34pmY2wwfOnQIeXl5GDFiBHJycjBq1Cjfb126dMGwYcOQk5ODqqoqHDhwQPX7qFGjkJMT2AiKi4uxfPly3HLLLb7lF7MZmJ7pUGvFXqT298c2Te0/BM3lxcjo2wV9u6ahU6p62YxzSeA8SidI/vSbTkU3eZlH2zEpSxyV9ZKgmJ4sGaJfNLw/ju5prPnQ86oXo0toO903/nRKwP5i+Jtg0zFbobf8KC6Tnp4haeOd0gynyver1YJMufYkzH7gXJx3XD88OC7QxvWWMRl4/Y8nAwBO0oTSMhoAxO09O6sHxXEazZYZYlzdJBfDmGF9sGfK+ID9nLDrEgcS0aFFGwLr7xeZO8a5PWph+DI5qsTVwuRQKW339GQ8csVw3/bxv5UmhXqZxxRts5EWsFtaMs5wMFxXsFw+4kgc0d3adltEXPK1yiZmJ+UwYyxAiyVipin9m05GORHO/f2gi7GgM3Epz/SBsf72o4R+++qvZ/m2dU7VNzc4bXBvPHzpb3BE93Ssf+xizP3Hebr7idQ1t6kmHGIdnj2sDyb/7kRVW+3bNRW5T1+Ohy85Hp3l/vOko/3Cqiis/PnMQN8IcXKsrR1Roy0+SrEPPenonkhPSQopgo1ibuK/Bg/YBgDnHd9P9fcTvzsRLp0BLtjsnQyS78Kfzhhke3+taclaWQHyh9H+cyjPR1RWGZXt5rMG4/ZzMnSjoOjZ/2rHAu0YJ5rpJWvGS6UM2jHwyO6B47vCfV9swtXTV/n+HtZPkj2U8UI8l7JthElb0I4tetixZd++39xm24zjdSZSAHCyDb8XrR9BvBNTYbitrQ033XQTbr31VgwfPhz19fXo0UO9/NOjRw/U1dWhvr7e97f2Ny2ffvopzjvvPAwZMgRHyQKlmXejorUZK3Zobc1wpfm1r660zuCtTeCcI8ml/8IyxtCnqzRgfnvPGNVvyt4f3KrWlvXpKs1o2+QXNTmJwcs50pJduH+ssWCidzei9lJbPJeLIXvypch9+nKs+O9YdE5NwnFHdDWN+aqVS3ppXs53/nIaiqZO8H1Skpjvfop0TFNE56hBst2sGMu1aOoE/DrxIp0700fPjlfbeak6Sc1vimZRGci0Qqe4NKgI7yIcHGOG9lFtS0124eazBgfUlcIbfzoFy/8zFl3TkjFIR3jRajt7d0kNWUunlFGL+Gy02rW7zx+KtY+Ow4r/jtU9n8frVdnaKfUreo/7bYEZ/nbBMJ8zG2PSpEUrtDEGrJdt4EU7TREv5xh5dA8UTZ2AM4f0dlQw/vKuMy336ZaeHLBULE5IX71xFH75+7nIefIy1QRAobeNqAkiP95/Dq4/TT/mbGediXD/bmkYrRPSLz3FhbvPH4pHxp+APVPGo/C58SiaOgHnH98PJwtZC72c++wuGbP2IfjbBUNVEz9lMnqEjjJgzLA+vuyYdoT+ft3ScMKA7pioU48i//luG34/3a+pE4WdL/96Fm47Z4hq4trq9iI9JQkPjjsO8/95PgD15EvU9GudC6XJgrF69P8u95dVFKrFPkUZM375+3koeG489kwZr+o/v9OMGSJD9Ux1GHzHKiuWXVKTbAm64h7i7useG4eiqRMCwkO6GJPbhI5greljxPMVPjceb/5ZUsQofb6oqFG657vO8yueVuSrTepEUpJcBpF9AvfVtjWlfSirpP+69Deq34umTsB5x/XFyYN6+p61VoA2M0ELLKt0Dr0kQ785QhIyjzARrpUV5RtHqycgnHPfM75shKSM0Hv3FZSISSlCv/3U1SNwxpDeOGuoeT+qp3EH1JNIAKp2/O9Lpf7+KBNlXjwSM2HY6/Xi5ptvRmpqKt58800AQNeuXVFbq7ZdrK2tRbdu3dC1a1ff39rftHz66ae49dZbAUiDtbu2DKcMG+BzrtN2FsrLKTYMlpIOb4t/1uVtbQJL7QTGGFyMGS4zKds7pegv02q3K/srIauY3OlYLUvpvfx9u/o1V1qhkAHolp6C9JQkDOrdGT06pcgTBOlC/XW0XkYxiRVSk/U6RoleOoN/ZX0rnvllB1rdXt9go72G2YBz/9hhuOnMY7Dh8YvRLS1ZtwPQ3rfYAWirTCm/ItBpO09RkBYfty9dMUeA1sXFGJKTWMDkS2lzXdOScUyfzuicmqRqQx4vD3ACeXDccXCx8DT0yqFiMdeq7J8DJwhHdE83dJCRbIYFYVh+Xnraa99Ey2cbLP0T2DaZLxXzroP6S2sezn11nZLkstS0AsCih8+33McuSa7Ad141GQPDb4/ugS5pyb7JtXifVimFtX1S366pGKKj+QP0o0Aku5hhtjplb8aYrw6TmHqg50KfwxizNBlubPGo+ijfRNfgQJdJOzFCe5+iwKkgZo/M14mBLp5DvF+/jbq/HYlCllbA+3HzftX9ap+AOEE59/ksvL20AI/M2qYyZ5ol2AcnuVhAf2oW3cDKrMFXvzar1+j5KuYf2rK4GAPn3HZIUeXeXC6G4UdK2k9l4iG+F0p7VOyLAXNzlRRN31pYXg+Pl2Npno6TnoGZxPAB3TBueH9d0yVpVUSsT3UfHQx2kmKZndMnG2iOG/LIHEz+SVoRV34yK5nSxrVjq4tZ25PbmbxqOe+4fnLZwl/RjCYxEYY557jzzjtx6NAhfP/990hJkV7AESNGYOvWrb79GhoaUFBQgBEjRqBXr14YMGCA6vetW7dixIgRqnOvWrUKBw4cwPXXXw9AGiSSu/fHml0lPuc6O2E/Uvseg9ayPb6/28oKkdJHWjpzMaY76xQFFyOhjjGmcqJQTqO84F6vNOuzymqm19CuHOm3TQ4QOAJeBPU9nCM7KHx991k+u72r3lSHdNOWKFkTaJ/BP4g26USQmDo3Fx+s3IMfNpf4OttWj3q/FBOh4T+XDcez15yEvl3TMHJQD93nGKgZNm7iSvmNtABiScTz5skhn/LL6gPiRF85coCkvdD0MsrRymMQhavvN0pxQg9oQu0o7SAczbDyHERBWxRIjM5tFDpJaueBmmGVYKXpmhXnsaY2DxiAbftqVO2XMeDWszMAABNG6ifz8Hr9z0mpO6sJ47H9uxmaFagix5ifBoA0aFu9U759dQZSUevYs3OKYTt/UDZTOaqHsVZFb9k7OcmlnzgH0M3ekORyqZ6ZNAH3T1A3FZv7Bny2plh14tlbDmBPRYOqLu+9cJhwPb12Yo5WILvngqFY88g4w/1XFQRqFMW2Kj4vpX0vFxxbzbzyy+paTCfq2mfy/LxcfLVuX2BiJBPMhGFdTb2wTenmvFzfwEUbUcLIDEZZKdK+/+X1LahsaNV956xkHn+kGK9cRv9viimN+Gx0+ySmnMsFt5djWV45VuZX4KKXl+GxH7IxJ/tgwCHaiZfS9rSmXqrLMKXfVR8jlSu4jlgZn/Q0w0Zjjt7x6kmr9F1xoFWeo2lqZKEcyqrc1aOORpJOn6bFqHhmh/knvqanjjtiIgzfe++92LlzJ37++Wd06uTv9K+55hps374d33//PZqbm/HUU09h5MiRGD5c0gjccssteOaZZ1BVVYXc3Fy8//77uO2221Tn/uSTT3Ddddf5NMY+DYBGCwcA3N2GjY9cAAaAe9xoaW72LUF0+e1FqF3/I9x1FXDXVaJ23Y948J67fOfUvmhurxfJLhduPF1a0jiqp3r5Q7lmEmPolp6C7++VvKwVjYLvRfVy35Kc2WCv1xbF5BwBnrOafZOT1AKF8nv/7ul4W3aq0gb815YnTTuzZv6Xs0nHFlixC3N7/Vo+7QBk5GikzXhW3+zGxuIqLMsrx77DjT4nG61TU4rQ6W3QOP8pbUP5X/tMRdta5aefth7AlDl+xzftkt7FJx6BZJexZphpBDpAitwAqDVHgL9N6HmI22V6lhRb98ct/nOLkQiMOjU9gUspkzhQKvuJnarPTEL+W4ks0ur2osXtxerCSvwixDpl8LclIwHTI5snAbJ2yME4liVV1nZ3STqrQSpNofBdqR5xb1Hb1aNTiulkWTmf0fuvHcizJ1+KJBfD3O2lgTFduX7YqWS5/fmTtHDVXlapci84vl9A+bRxe9UZ6gJXX9webhqvVrzPey8cBsYYjtQxw1BQ4nGLzs2HhVjE6gmYdO5Nxf744eL7rvdeiHat2naaYnIfdhHbhBKjV0ErtPyyrVQVnUDUvH+oE4pN0c6aIdpJa9uY4vz8+RrrcHZaQVuMFFNYXo9/f7tV7zCf78b9X27Cpr1VuPKNFeJJAfiVJbfOWIe/fLgWgLHTXfHhRlUdeTlHWW0zcg/WGa7UuORVEb/ZnVCEILscpb8wM0U068dEmUBBu3swmmHGpHfkvOP6okfnFF2lnhajlRzxGWfJJjoKRiaL8U7UheHi4mK8++672LJlC4488kif6cIXX3yBfv364fvvv8djjz2GXr16Ye3atZg50x/O7Mknn8SwYcMwePBgXHDBBfjPf/6Dyy+/3Pd7c3MzvvnmG5+JBODX/okDmdK49r//N/Tt2Q0HSw+g7JsncOOYY/Ht0k04/vG56HryFeh87BkonfEAyj9+AOPHj8cLk/4FQF5e4MCyvHLkHpSW6dwejuQkhtvPGYKiqRMCvKiVjlbJVtajkyQg3PvFJszNLvUJc28uyUerx2u5HPXi/F0B22Zt2o8X5+diy77qgBBa2oFLGdyV5eltsrG7iwEfCnbNegOIgtYOstXtxbvLClHd2IoGnbAqYpBxZflSK7waRQHYfkA9yG+VB/1bZ6zDeS9k+bzCyzVxWcVOXRsOTymPMpCUVDVhTWEl8g7Voc3jxbJdfq2R18tRWd+CB7/arHJ805LsYkhOkrQXzW0e5B6sRea2Ul/oMqU4SS4bHRGX7mf2lgOYtjgfbR4vft1dgfk5gVoQLR+v2gOvl+NbWeusfR4ZEzOxsfhwwMCllE8rpCjhfTxejiTRZliuu4YWD6obW9Hc5vHZ1Snt5aFLjsfTV4/AoxNO8B23aKffNpgx/zP4bkMJvttYgvK6FhSW1/sGYY+X+65V09SGnAO1hlEGrHhveYFqsiYONmYRG6o0ofDEGhLNn5T79nKO+TkH8WtBBd5d5g9h5GIMLW6vKpTfktwyLNxxCN/L2cQYY4aJfbTxUrulp2BPRQPaPBy/k1dzOJdijHPoa9CTkhh2HarD+S9m4eGvt2DRzrKAtN+rdlcg92AtsktqsLH4MH7ZKvUpIwf2wEe3nY56nex4okOs+O7pmUm0uD2G77v2eDNhU+mjlIn1fwVzCiPnIeV0og2oODG3Gsa1zmH9u6fjP5f9xmBve4gC2ke3na76TekqsnLLdN9/34SeAwt36Nvd652vvsWNZ+XJ/WAh/nkw2dn0JnbiFuW+dpbW6aY0V1Bi2Le6vbj2rV91w2QaTdIV9kwZ73PmveGd1aoJ2sWvLMcZzy0GAF1NsnQv0nur3NOsTSX4YEUhcg/WmjqV6jmCKwoRpXoUZdXpzy7yvWseE/Wpz6xER5GnoPzV6vaior4FO0trsbG4ShV60yeUAyiubBRM56xXHY0EWnGz1pxLqbtKuZ+6evoqfG0RGz4esB9JXAfG2OUAXgeQBOADzvlUq2MGDx5sqtK/+OKLfaHUtKSlpWHGjBmYMWOG7u/p6emorlanVFY6iRveWY2uacl47tqT8OBXUoiRgffOQNHUCcg7VIdLX5Xigv53/kHl3tBr7B3oNfYOXHzCESrHt6LKRhRVNvoyrjx7zW9RWNGAEzRZls4a2hsTRkov5qiBPbBpb7VPAyY6EdwrhBcrkjU1ja2eAOcsEaPlt+lZBbpheLShm1wuptLOKVmJOAeOO8Jvhz3kkTnQ46PbTlftJ6KNbazlsR+2+77/oNGGGi0f7ztsT/B5/Mftqr/NbDWVdqj0r19v2GcYeit7fw1Oe2aR6bULnxsPxphv4B4+KTBOryLgFFc2oriyURUvevOkSwAA91wwDO8sK1A5zbyyMA+vGIS50WPyzzswWUi+0TUtGT89cA6uetPv7Xzd26sDjhNjCIsYhfdR9nt1UZ4qCQPgFy6SXAw3j8lQ/aaOk818XtGZ2aXINMigpwyEVuH9rHhuTi6em6N2Nu3XLQ0XHN8PE0YOwOiMcThTHjQVPpMFV6P4omI7U8xCznh2ccB+n995pk+jJbZVMWC9QqgZ1rRl1EvRnadJ7qDHTR+s1d1+5cgBcLmYbqx1sV5Fe17FafOSV5ejW1oy6mzEIC0WEppUCBOAlCSmmkRr+yhxxeoPowf5Vm/+bSGsXvH6Clw16ihVJi0tX9x1JrqkJeNEoa//UU7Kcv1pA3WVFHYRMzcyxrCmFPzdAAAgAElEQVTiv2N9793K3RWmsW0VgevRH7JtXUuvb3pjyW787QLJtCVrV2DiGADY+sSlAdsys0uRKZfttrMzsH1/LY4Y7tfgK33EDJ201GLIy3OGGccSHi07MJuZD/XvlgbGGE4Y0F03Dr8dKhtaVTHXjbIHAtJ7NvzIbmhs9eimev/Xt1t9q36A9D6NGdpHpbDRjte9u6RixFHdUVTZ4BvzMrNLkTxzc8A9ZW4rxbTF+QCkrIyjNeNT365pqKhv8Tn6NrR60NDqwUo55rOLSZPFp3/ZgU17q9Dc5kWbx6tK6HLnJ+oQnkf37IS0ZBcKDXI3AP5+65FZ2XhkltQet+6rxo2n28teGytCFoYZY0kApgO4BEAJgPWMsZ845+GnRnKQKmFAqW9x+wRhESUuqhETrzDvRBXhLnNbKab/2b995t1+7+CPbj8DeysbfVojMy9SQNL+iCmAw6VM4wVrlEGvq07YGj3G2gwh9vAlxyNrV5nPNswKo2XyzAfPVf191tDeWFNovpQLAK1u/6DZr1uaqiM6VXbAs7LPtosirJml2SyvN9YqK06HD11yHAb17oSrRh2lit8bDreMyVBF7jBCmYyYpeoVMbNzHK0TgUMPt9eLMy28mgEpa6ERS/51AYb2M3+PjUh2Max/7GLf30d0T8eTV43A/34yjt2ppaHFPxgaxeYEgNOH9MKih8/Hxa8sN9xH4VPBnMUohrleKEctmdmlmK7Zlm+SQfOSE48w1S6u3F2Ju88fZvi7Qs9O/pWjY4U+1o4gDKiz9n25di+eu0byZch/djy8Xq5K3CAiRja5cuQANLa6ceXIo1Spn43arZkgDPh9KwBgzSPj0L1Tsi9cnFWfboXWuXpQEJkq9fRLRhFtjLCTxCQ91Xwx+eNfiwBIyVIUtL4lImJEk9RkF07P6BUw2b3z3CG4TfYpuHLkALy7vBA7S2sxcmAPbBPMgp743YkApDCCn/xapIohreXtm/RXgOyOUwq5JsmP9LBK1nW4oVU3moaecK/NJKhFCW+qlwEW8E94tGY1Ztl17aSQdtCCLaqEYyZxBoDdnPNCznkrgJkArnamWM6hF5NQQYl/yRjTDaJ+74XDkPv05Ti2v1oD+riw3Cuy+hHjsGA9OqXgpIH+cCTpKUkBdrAiZw/ro0pprKBoDxVynrwMax8dpxsXU+S2c4aY/q6gRKS42yQuqZH2Vptm+NpTj8aD447DrHvPxs1nDTa97iohpJoSNuvdm0/DxscvRtHUCRihybj0xV1nYcFD5+PlG0bhxtGDcN+F+oOzGNNz/WMXo+C58ejfLQ2v3Xgy+nezN3i9cP1I3/cjuqfhpRtGBewjJu+470LjkHgnHW0tkKYlJ+GmMwcjPSUJH91+uum+duKxAn7B9AchI5geok2zEeKgmZLk8oVOE+mWnqybYOC6UwPDhQ3t2xV9u1jH8FWW4169UV3/n995pqkgbPS+KlyrU6Zbz87AWzed6qsvo1BzCr8R4nG+eMNIw/3SkpNwbP9utsK5/SJMAD+707//zqcuxzt/OQ2z7z8HX/9NmnAHK/j85azA/uKcY6WVqLduOlUVN1rLrWOkd/kW+X8xM57IQ0LCi0tH6O+TapKEQgx9pfhYKLhcDGdk6E+g0gXNMGMMN55+jEoQBoCenVPx/i2j8eczjzENaSbyoCYG95E90gPiJput4j823rwd/ubIbjiuf1dVX9bdZPwSHRT1or9s0owVK//PvA2LfY3R+y8+r0lXnmh6Pl/ZDCIrAYFmcd/ec7YqTFfR1AmYdOWJvn4pOcmFuf84D0VTJ+CnB85V7XelvArLGMPqR8YFnEf8XGGQCGvEUcHHgCbU6MVj18azj0dYqOEvGGPXA7icc36X/PfNAM7knD9gdMzo0aP5hg2hZc4KFc45Fuw4BM45BvfpgnV7DuPMob3RJTU5YOYtBXH3oktqMirqWzCwVydDraFilF5S1YR5OQcx4aQBQc3kFUqqGpHkYqhtciMt2YVOqUk4WNOMEUd1h4sxLMsrR/dOKejRKQVD+3aBy8VwqLYZO0prcWy/rgHX5Jzjp60H4GIMJwzoBo9Xcubrpsmidai2GSvzK5CS7EJasgt9u6bh5EE9VZ3g/uomNLW60eL2Yt/hRiS7XDj72D6GgfPtkHeoDmW1LXAxoHfXVOQfqseZQ3qjf5haFafgnKPV4wXnQEubF907JZtqjpvbPEhNcgXYsnHO0dTmQVOrRw5VxdGrc6rKcfBQbTM8Xo4je6TrTnwUlBTdLW4v3B4vPJwjLTnJN4FrbHWjsLwB/bqloVu6pKninONwQysaWz2+9qM9Z0OLGy7GkJLM0ObmAffa3OZBq8eL7ukpvu+KxlgrXDiB18vR2OZBY6sbqUkutLq94JAG5uY2D47u6X8fG1rcqGt2mzpUae+XMSkkGCB533dKSQJjzFTw11LdKNWpR3YC7ZSShJQkFvB+KfeSmuRCs9uDFJcL6Skutde8l6O+1Q3OpftpcXuRksTQt2uarz3UNrchPTnJ0LFUgXOOmqY2VNS3oEenVLi9XjS3edElNQn95OVj7f71LW50SU1G8eFGpCQxVf3aQXI2trbjVGjzeOWP3+unh4UQX9fchk4pSQFJEZTrK7bfnEvmEU1tnoBnEQxenSglwa4cldY0obnNi95dUpHkYkhPlnwIzN5xs/JwSA7JXs7BvUBjm/R+9OmqFjrqW9yobWpD7y6pSEt2GZa7qdXjc/hu9XiRmiSNAeJzVNpHarLL1K67sLweS3LLMLhPFyS7GKqbWtE5NRlnD+ujeg47S2tR1diKMUP7oLKhFaXVzUhPcRma2sWKmqY2zMkuhZdzVDe2YVDvzmhscaNn51R45To5/ohuKKpokMcJjuLKRqQmuzC0X1dUNbTC5WI4ZVBPZO+vQZKLYdfBOjS2utHq5khJYjjlmJ447ohu6Nc1DTkHalHf4kayi6FH5xQ0t3qwvqgK9S1tKChvwIPjjsP2/TUY0leqX8ak8b+mqQ21zW1oafPi0hFHoKSqCW0eL/p0SUNzmwfNbR5UNrT6xozTh/TG2sLDOLpnOq4+5Wh0T09BZX0Lfti8HxX1rSira0anlCQM7iOFXe3RKRVH9UzHOjkM56DendHi9qK0uglldS3olJKEQb074dITj9QNo7ok9xDmbz+EzmlJuO7UgfitJi5xtGCMbeScj7beMzxh+AYAl2mE4TM453/X7Hc3gLsB4JhjjjmtuLg44FwEQRAEQRAE4RTBCMPhmEmUABBTowwEEGDYwjl/j3M+mnM+ul+/ftqfCYIgCIIgCCJmhKMZTgaQB2AcgP0A1gP4M+fc0OuEMVYOgFTDHZe+AIxzbRKEBLUTwgpqI4QdqJ10bAZzzm1pYUM2/OOcuxljDwCYDym02gwzQVg+hlTDHRjG2Aa7SxZEx4XaCWEFtRHCDtROCLuE5QXDOZ8DQD++DUEQBEEQBEHEOTFJx0wQBEEQBEEQ8QAJw0Q0eS/WBSDaBdROCCuojRB2oHZC2CJkBzqCIAiCIAiCaO+QZpggCIIgCILosJAw3IFhjA1ijGUxxnYyxnIYY/+Qt/dmjC1kjOXL//eStzPG2DTG2G7G2DbG2Kny9rGMsS3Cp5kx9nuDa85jjFUzxn7RbB/CGFsrX/NrxlhgWhtpv9MYY9lyGaYxIc0SY+zvjLFd8r284FQ9dXTaaTt5ljG2jzFWr9l+j9x+tjDGVjLG7OWUJUxpb22EMdaZMZbJGMuVyztV+C1NPm63fJ4M52qqY5Ng7eRV4fp5jLFqJ+uKiDJSSk36dMQPgAEATpW/d4MUN/pEAC8AmChvnwjgefn7eABzATAAZwFYq3PO3gAOA+hscM1xAH4H4BfN9m8A/FH+/g6Aew2OXwdgjFyGuQCukLePBbAIQJr8d/9Y12+ifNppOzlLLne9Znt34ftVAObFun4T4dPe2giAzgDGyt9TAawQ+pL7ALwjf/8jgK9jXb+J8kmkdqLZ7++QwsvGvI7pE9qHNMMdGM55Ked8k/y9DsBOAEcDuBrAJ/JunwBQZtxXA/iUS6wB0JMxNkBz2usBzOWcNxpcczGAOnEbY4wBuAjAdzrXFPcbAEmYWc2lHuhTYb97AUzlnLfI1ymzUQWEDdpbO5GPX8M5L9XZXiv82QUAOU04QHtrI5zzRs55lvy9FcAmSFlUlbIpZf4OwDj5vESYJFg7EfkTgK+M7puIf0gYJgAA8lLgKQDWAjhCESTk//vLux0NYJ9wWIm8TeSPCL5T6AOgmnPuNjmvcv0Sg+sfD+A8edlrGWPs9CDLQNignbQTUxhj9zPGCiBpox4M9njCnPbWRhhjPSFpDhdryyafp0Y+L+EgCdBOlO2DAQwBsCTIMhBxBAnDBBhjXQF8D+CfGs1ZwK4623yaNXnGfhKkrIRBFcHsvDb3SwbQC9JS2n8AfEPaHGdpR+3EFM75dM75MAD/B+DxYI8njGlvbYQxlgxJkJrGOS8M5RxE8CRIO1H4I4DvOOeeIMtAxBEkDHdwGGMpkDqlLzjns+TNh5SlKPl/xeSgBMAg4fCBAA4If/8BwA+c8zb52DMFB4OrTIpRAWn5S8mIOBDAAcZYknD8U/L1xSUq8folAGbJy2nrAHgh5aUnHKCdtRO7zISBmQURPO20jbwHIJ9z/pqwzVc2+Tw9INmkEg6QQO1EIRTNNBFnkDDcgZE1px8C2Mk5f0X46ScAt8rfbwUwW9h+i+zhexaAGo1dpspuinO+lnN+svz5yagcsv1vFiTbL981Oece4fgn5GvVMcbOkst+i1C2HyHZgIExdjwkZ4eK4GqE0KO9tROLezlO+HMCgHyz/Ql7tMc2whh7BpKg+0/NacQyXw9giXxeIkwSrJ2AMfYbSCuSq21WARGv8Djw4qNPbD4AzoW0NLQNwBb5Mx6SPdViSILCYgC95f0ZgOkACgBkAxgtnCsDwH4ALotrrgBQDqAJ0qz/Mnn7UEiRInYD+BZyVAid40cD2C6X4U34E8ekAvhc/m0TgItiXb+J8mmn7eQF+Tiv/P9kefvrAHLke8gCMCLW9ZsIn/bWRiBpAjkkBy6lvHfJv6XLx+2WzzM01vWbKJ9Eaify75MhOW7HvG7pE94nqhno+vbtyzMyMqJ2PYIgCIIgCKLjsXHjxgrOeT87+yZb7+IcGRkZ2LBhQzQvSRAEQRAEQXQwGGPFdvclm2GCIAiCIAiiw0LCMEEQjlBS1YiT/jcfBeX11jsTBEEQRJxAwjBBEI7w89ZS1LW48c2GfdY7EwRBEEScQMIwQRCOwCkvAUEQBNEOIWGYIIiEprnNg4M1zbEuBkEQBBGnkDBMEIQjMN0Mp7Hnto/W4awpi2NdDIIgCCJOIWGYIAhHiFcziTWFlEmXIAiCMIaEYYIgCIIgCKLDQsIwQRAEQRAE0WEhYZggCEeJV9thgiAIgtCDhGGCIAiCIAiiw0LCMEEQcc2IJ+bh+Xm5sS4GQcQ1+YfqsG4POYsSRCiQMEwQRFzT0OrB20sLYl0MgohrLnl1Of7w7upYF4Mg2iUkDBMEQRAEQRAdFhKGCYJwBB6fYYYJgiAIwhQShgmCIAgiDtldVodXFuaB00yTiEPyDtVhTnZprIvhCCQMEwRBEEQc8sf31mDa4nzUNrltH1PV0Br0dXaX1WFFfnnQxxEdm0tfXY77vtgEr7f9T9ZIGCYIwlEYhRkmCEdodXsBBJfqfOb6fUFf5+JXluPmD9cFfVxHh3OOc59fgtlb9se6KDGlzeuNdRHChoRhgohDvt9YgsU7D8W6GCERryu6Ow7UxroIBBFxapvbYl2EDkNTmwclVU34x8wtsS5KTInXPj8YSBgmiDjkX99uxZ2fbIh1MRKKGynsFEEQDpIIQiAhQcIwQRCOQmYSBBE7IiGgvbusAJ+tKXb+xAQRJyTHugAEQcSO/dVN6JaejO7pKbEuSuRJMCG9pqkNPTp1gOdGBEUw9sV2mTJXygB581mDHT830f5JBA05aYYJogNzztQlGP/6CkfPSdniIs/SXWUY9eQC/Lq7IurX5pxjQxGl/SUIQmJPRUOsixA2JAwTBICHv96C3/5vvqPn3He4ERkTMzFv+0FHz+s0JVVNsS5CVEgkxfB6WRjdtLcq6tf+5NciXP/Oavy09QAAYNamEny/sSTk8zW1evDkzzlobLUfPowgKupbkDExEz/L7dBJvF6O5jaP5X4JoBB1hH1VjbEuQtiQMEwQAGZt3o/6Fjda3NYdoF22768BAPy4uWOH3YklTa3OPc/2zLaSahwOIf4sAOytbMQVr69AeV0LAGDakt0AgAe/2gwAePibrfjXt1tDLtuMVXvw0aoifLBiT8jncII2jxefrS6C29POw0R1EAltd1k9AETElvmpX3Zg+KR5aLNoC5QMRYLiDBNEgvHkzzscP2ckbPgIe4jOfCwBPfvsjsVXvbkKV725MqRrzFi1BztLa30auFCFaiMUgcPt8IDa1OoJapD+eFURJs3OwRdr9zpajnhnvYXJy97K4LR+iSAYfS3HarYShgmJRAjnR8IwQQhs2Vsd6yJEjZcX7HL0fMvy4i+DVUdT3NQ0tWHRDv341KGawyhzCA6gutFZQVhkTWGlY4KUx8txwhPz8L+fcmwfowzo1Y2hD+w1TW2Ori6FMoELtgZveMc45GD+oTqc/2KW7XNtK6nG0Efn4Kt1iTGhCKb/KCyvj1xB4pyiICdM8QgJw0Rcs7usDhX1LVG7nrcDSU9vyMvdTrFuj/NOVbQMaY5WVnp0Vjbu+nQDCiIwMHPO8dW64LObWcFka+51ew7j/RWFhvt5vdy22Ytbzoj12ZpiW7afgF/wDGclZ9STC/Cn99aEfLwTOPnOBGsLuqFIsmFfHocT42Awm4O0uD247u1fA+z1L3p5WYRLFV+I7axLalIMS+IMJAwTcc3FryzHBS/Y10yEiycBlvjscOrTC2NdBFuEO653NBOVbNlOPRztphYmuB4+Py83rHO9vigf+YfqDH/fbpIlcPLPOTjhiXm2bHrFMptNDFbtrvCdzyUfEq52elMCrS4Fm2U3PUUSinp2jl7Iv3V7DmNnqTPZJd9eWoCLXlrq+1uvJeQfqsfG4ipM+nE7mmxOtKxYX3QYszaF7oQaaZbnlSNjYiZyDtT4ti0UVqB6dUmNRbEchYThKFJa05QQIUiixWM/ZAMAGqLoBOW03WK84rTdZ6Swo6l3e7z4ZdsBXY1YoiuWtffXWdbQhGoezTkPmBD6zCTCrMvcg7V4dVEerjdZlm81MTGYKdtx2nlHm22YKvxaUIGbPljrWyFJkm+0vXcB4Tyn+TnqyDfBrpTFavJ5hUl4yLxDdciYmGnL9vn5ebkotBijVVXi0O3e8M5qPPxN6E6okUYRfDcW+7Xhc7JLfd8ToZ8lYTiKjJmyBGOFWWe88sPmEryyMC/WxYiJI8t+B8OMJaC/VlRpbvPg2MfmWu733opCPPDlZl+oL5EE6KODIvegsdbVDg99vQXDHp2j2qZERQmXy1+TBBatU5Lt9ySIh+kSTmo0UCvRMRThx+VShOHEbTXTs3YjY2Km4e95mvZjtyYe/zEbn60uErY42/mdM3UJLgzCdlnkG3kSNS+n1GLPQPTuQhH4GYtd/7Ik9xDqYuC0Jr4azW3+9zgR3pmwhGHGWBFjLJsxtoUxtsGpQhGx5aGvt2La4vxYFyMmdE2npIzxgiKsWHGophmAtba7pqn9ezxrcXrC9eOWwAnFWtkWPNYmJ6IQYrmvjcGZMbXw++L8XfLfIRawHaDco1H9aLfalXE+X7MXk2bbd1YMlv3VTSE7afknOcEfq3eIUicMLCYa0dKaJtzx8QZfaMNo4F8d8t/wOcf28X1PBPNCJzTDYznnJ3PORztwLiKOaHF78PqifNsOKInA4YZWfNnBQisBwIvzw7MFjSU+xyed/jjRHfCMbi9aixKhautEmOq7cclFIcQKcWzee1hfiPKdRVOH0RT631q62zF7VwU7KbqN2o1WqAn1/altboubeM2hvAtmxyg1ImmG7dfP+qLDjtRJm1u6Zn5Z9KJX6NVHcpJffEwAWZjMJAg1K/P96V2fn7sLry7Kw4crYxsMP9q8s8zZdMLtQR6bntX+UyjranGiXoroYCUQXvPWr1EpRzRDKolCiBVimL8je6Tr7uMPGaduJdGKk8s5xwvzdmH8NGfToZ80sIf1tU3KJBJqVWRuK8Wjss9HrAnnaer7IcgrFLDft2/aW4Ub3lmNf369JYzSSDhlwy/y89YDyJiYicogIjeJphGJEFs6XGGYA1jAGNvIGLvbiQIRsUW0Q5qxShKCo6UZ9no53l9eiPqW2KZljaclH6e1RmY0tLjx9C87fJmdIsnusvqg43K2uvW1Ksrg8PQvO1Rh+Lbvr8F9/8/ed4dZUaRfn57AEIYcRYQBJCgoBsQEKmLGuLrm9DMuq+vuqvuJihEDJkyoKyIKCooroJJzjjJkGOIwA0MY0swwOd36/rhdfau7q7qru2+aoc/z8HDn3u6q6uoKb73hvD+udd3GeEYsXBbCtflalTNzyyHbqHq7dhwpLJcyIScILAoBApRUVOHFSZsimkyArjNWz+NGk5hlEQDGM3ezMC59Ttd+tthf1sQXO4ITDbFU0LaimGahyLWL+t1P3ejcbzkaGLM8CwDsgweZz+yB/KT3GQZwKSHkPADXA3hKUZTLjBcoivKEoihrFEVZc+RIzeYePBnw8m+bTd9Fa5zP23YYb0/PwNvTwp8FzgnCJQxPURe+2VtzkeMyd/vGnOjRNPV4bRa+XboHVw2PLF/m4cIyXDV8kS0vp1EDuEaQKYtdlH9ZE+LB/deE9Vi66yjvlqjj5hFL8byDlMWEECktTU0M0jQK8kbBY4SA/1rWZG9iwxBcR783buQBQjBu5V78tHqvsC3hgAwrBu2bg6pfvAx4ft9GiGo29sUXCyP3/DUVmoUC5jEpiluw4s+OBPJLKjBqSab0nAkw2m4erFzRACDzSM1nyfIkDBNCDqj/HwYwGUAfzjUjCSG9CSG9W7Zs6aU6H1FAcqJ5OkRLC0U5G0+UmTXDeYZF5t8T1uPh71ZHpB3VYZL+pzFagL7v8X0r84or8O8J61Es0Ia7acq+4yW48+sVYddq7T1Wgg37vAvnQ6dmSF2XYJD0ZN4L249JCfEjKW7MKcCv6fKasnGr9uL8t+ZacvJGG25nxcrMY7qxaHyNJrckwWuTrV92vRJt8ISEyoikz7mTVL92wZ/zMvhZB42gXSt6LOPX+wT+1jUJ4X6HmpuEIr8+u83+aAWrg/DLv23GW9MytOBXO9BzmduU9RNUJQQhBD+syIoJ04VXuBaGFUVpoChKQ/oZwDUAzGpFHzUKiZzJMGnt/qi2gTcdjUEwk9ftx8LtkbE0RNP/6dN5OzF53X6NQ9XUFhdN+XjuDqzecxyT0nPC6vJx2QcLcMsXyzyXI2tSMw7Fqmr+fex1rO+zF5qx39btR7chMzBjU2zMmjSDlyhhRE2xSp4oq8TdI1fiybHp2nd2bRdtx7LPLHsdHTfGKWInPJVWVAtddpzAydxs17Se5e8s/+uuw0WYufkQ9zq7LHvGufncNd2k2yiLP7OO4+YRS8OatjpSsHpDMj7De44WY9CP6WGdr7QsKwGbZmq8e+RKKXc0Oua96g9WZB7DK79vwWsRZBaJFLxohlsDWKooygYAqwFMI4TMDE+zfMQKvPXZiYkuHDh8ojxsp/l9x0tQ4DAbV3GF2Ge5uLzKkYbPDnY+fG601NRt4PUpW/HipI2u2xZrGB9dZFYOt/533/ES/GvCepRXBfDaH7Fe1ONHu00IMPCsUxzdU6kKjdsOhXzfI21pMpYu0naFLA9yQWM/rd6Lh0avxhmvzsS1nyz21MaNOfl4lREYnhrP921vrmb2qpNkvVWzj1hUXoW//ZjOv079X6gZNnxfPwJpdodM3oyNOQU11rTO9pFxLBv/7v/hQswQHEzC0xb+i6ybHBovn8y1p0mlpRitcaLrRKA+5nklNSOpEwvXwjAhJJMQ0kv914MQ8nY4G+YjNogllyid2KuzjuPLhXLsBnamxn7vL8BVHzvzgS2rDAiDUF75fTOe/98GpGfLmZ/sYMcKwAugySuukM5kGG9BLACk7d3Gy6olcsNe26O1dZkSh4tyRutHrxa5sTiFTDKb275chtlb5cze0QQBcSwchTSRTDk2r6BSYAFg22H5u6EC0QxLEGiGeQfQA/mleHHSJo2lwmsm0Tv+u0KXJGaaXWCVrTY9PIcmo7a6vNKZBryGGCw8gRUceS42UW2LoL6UpNA8leFXDzCuHzzYKW0o9h0PaqttpnBcwqdW86FDvJhfF2w7LHXdZe/zfXFZ2CVv4HGlijgcD58IlpUdJkopO5qcFbuPmb67+uPFlpkM2QWta+tUD62LDGQPXEZ3FaFmmHneZg1SrMuUqJotjxBg9Z7j6PHaLCzYzh+TBSWVKC6vwqGCMtvNQiaZzbq99n7ZWhBPFCPoCHFuqeBpIu1KEPECy8K5m4RBu0eAIjVuYYLqvhQOtwgW4XZnly2Pvj9RH0WaFSDj4AlsV/3gox38Ga766Lq0JjsP936zUvdbNPZPdv0UVZfIDIjcE/aWXdpuO80wYO1GSC1paxm3nZoCXxiOIMoqq3VUT/GMw4Vl6PjiNByWzPoVaci6Znh14dh26ASXK5UXSMgiXHnk7ZaelZlmYdhuTMWDYd2KEsqt76comYATgVBms9eXRjR/TN67AIBeb85Gj9dm4aJ35+F7laKoNmJuRq6l1vbZCetNh4EQfVnoe7t30CK1jodWOhGGxRHyOflBDRcvmDcc4MVmeIJkefRZNwlSbBs1w+EWjln+ZzdgA6m/WRx5hga7xz8QARfCvOIK6bgV0fthR4NM7EQogM76uremZaCTmq69JjLZWJINqnkAACAASURBVMEXhiOI7q/MRO+35obNxBpJrMw87vhUSwgJu8aEYn++PjjASeS1E1z3CZ/wPikhulODPe1P3Rgyn7rZjNlFakduUUwI0a2imKWFYYPeo3UjfvIE412Wv0pphkMd6HRO8DT5TmB8V3/7MR1jV2RJ3RtpPvB1e/OFBwIAmLRuPyqM81RLbBGCXZ/Ws3HF2HHIOiBI1vJABXWegGZ0Owj3xi+jgWNh90ROmydyAxu7IttRvUbY8SKHUyM+T9J6GG5trVVxXt0MjxSW49yhc/DZfHsLEiB+NsfjSwug49/Hc8Ox6tei8irsiCMmHBn4wnCEUMIEYd03apXut/w4dC53s0h9vzwLXYfMwOFC/em4vKqay6t7pLDc0mXBanLd8d8VzhvoASJZOFIKHfbZnx4f3pzzR2JgnQhHpLhRhpfRgtjh//26wZYuii2PQL/B7c8vxXWfLMahCAWV8twQPptn5nrldYWxf8JxUDUK5+U2ArdwDodRILHzgTSOG9GctVrzjPfwhIHlHjisE8LsJ+F0Xfp/E+UCa41jaq+Ne1ipzfjw6tvsZRi5qptTodU+lX2sxJPyod/78wFYB72x9QvXRIePauczLIM3puiDjW8LA/NQNOELwxHCma/O0j6v35evEw5EdEmxhNOTJBAid99voHi5ZcQy9H1vgUkjfsHbc3HB23PdNzKKEJkxw61l4AUYWWH2FvvIZOOiXyqTTSnMKLMIvGGFy4MFpcKMg0aTu7DvmccttNGk/7b+APq9vwAFpZVClhH21bMk+goUXDpsPrYdKsTQqZFJDMOj27Jyi7Gatl2HzDBpi50KyM/+ok8fazf+jb+HUh7zcSDfOf+q8wA6OzYJcw1G8C5dLUgCIwOnsrCdu0K4LGdN6utdkYzVbjnAd6+gmLFJvz4t3nFE57MaC9M6PWC+PV2O39wOVuPv7+PW4pmf3SszrNZNJ3AaS2DnM5x51F5m+W5Zlu7v8ghZjSMFXxiOElj+03hEOBUV1EdJxHUpQiyZLIyQXUz255cibfA0+2hwUT0Or58jwTKw5aB+w5LJdOUEFVUB/HvCesu0r1abN9uci9+dj56vzbK9zqpMVtiZuvGglGam1xuz0evN2bbliSDSgHlNdOKUF/r9mdstf795xFLd37O3ys1JKkQbs5nZBdAZ53AogM5839q9ebhk2HxzGTZdYNdFsj3oVTDzIoDKKh/sMn9RyLkQmWF8L/mGA6JxLg0aZ53e3OiL/ODo1bjwnXna3wkeXJCC9zi/6U8PhxaFJyHZNCEcKZdlx6ZTzTAhRGe1pqAB488JYmF4xdm10Y2CLZbwheEooYjRWO0SMBXEEpGISjf6/cYS87c5o6oSHQ6M3ZRxIMifOnGtNwozeT9aexzI15vwjW32yuG8bm8eJq/bj//8ql84mzXwFvhkhKxm2JScw6PwLzMVRJeszPRGuSfbdp67Ea9/DheW4/f1oaQ5spphUZyDnYbS7KIg7szdgnXQNpGBjWXNpBkWNMEqiC3S27jseitivDDCbYyDVbF7j5UIWXXcIhbykQQjoxB8dyT35cmiucVaKuN/L+rm75Zl4cxXZwktMqLASp5gazdPTfEDcQ5fGI4B5ks6/kcTkTjFibRcqyVTRIYTixxmq3O6WbmGev97M7dZXkYIwdq9eTghwRlpfJfGJnp19UhSmTaqAwQ/rszGPSOD9EKtGoZozeomiYOg3Ar+sgt/uC0M0aQblNUM84K+eHfml1Tinz+HXB28mtPtBAvRQYv3rdtgw9enWLuoyL4vJ367vHnuZVzIVk2vs6vLbepxK03/ZR8s0HEhhwOLPbJJiGCXoY+CF8viFNGwYIpey+HCMmxn2CFErjqifWnG5qDWmo2bkMlQF00Kx1jBF4Z9APDmJiGzNLA+03d+zQ+Gi6TQ4fQ0H4m5zzPfywZ1/Jqeg798uVyXjGHXYX60rt279E6XFPJzHvLbZqxQGQbYYusmWzECuKMNyskr4frbJxoe2OvjSWmGPYwPKzeO5bvdB2XJaPy9mnCdaoYpeLdNWheZNO/m9Mr860Tz5GiR9wDn7GPWSTmMY1YEuj7Y9btseUZEmlfYiAWMUmKVBTOJU1hpUlk4Dnx1GEAXafR9b4Euu+C2g6I9QJ4V4sqPFtnWyyuutsnHvjAcAzj1C4wG3GiGndzRbYg+U/eK3ceiqiEON8m9G/CCu2S7nedaI6JdM75L42hzk+KZB2Mx7MZqtcm65RkeNG4tBnAW7nBrLYzl8Yt3X6dVum95JpFQ51AhWKZb2zerL1k+cPVwc1/bCU9izbD8mPPqxiMr4LHvmXUL4fnlO10fv1hgZgBxUx5dt+z2DDfC8OHCspgKdvkSVi5ZbMgpQNrgabbXhWPrjUaXieowujmJWHvM1kBvrY6H/TPS8IXhGKBenaRYN8EEL1Q/onlGv+axGdzzzUqThnhHbuR8qdmNb8hvm5A2eJrO3OQGLAG8zGJznEOpJ9vrvGQHIm0Ib2Osqg7gmMpK4HUD1Ey3zHdLdx7V+RdaCsOS9cgKNcbH9awZNvwdLZ5StxsWvU3m9jaSgVYE/CyMtsFrDjTDkYIxg52MIG50OzFRq/HcJBy3zLo8Hui6bNfvboThPm/Pi0vFjBW8ttYp5z9v7MjOU16gmnS9knW0bcJ3D7FTENDS7WgmKWpaMJwb+MJwDHDVGa1i3QQT3MjCdvNj+6FgcJnIKd+ISCcNoPhx5V4AwLWfLBZeI7MWPfPzOkemIhnuXZH/1uhle0zfCc2/nFn9yu+bcb6aAEZmA3zyhzVCc7620DINuP9bPZe2FRes7AYs7ftp0oRHJoDuUIE56MQNewQR+N06ERhZU35RRRW+WLBLikUj0qLPDyuzde1wI+B7beOTPwTNyDRjoUwT/m7DksArw6pcO/cn2XWDXneXwLXMCiwtoAjRdpOINRrVCyqiPpi1TUqTzINslx0+EXl+91Ma8w+3RncQrc2GcTcvQy6wnBeEnZxo3mju6XOaVHnxCF8YjiLogGoQh5phL2Tov6bzmRRmbclFfkmFtgDVLNiveCx/psz6yFtE2UUmJ6/EkaZGdKVROFyTdRw/rd6n1lEqtQHO2pKLWQJO41tVMnWrUtigLSOqJMO75YVhd/eJIJoLLM0Y7eK3XPANi4R1J4JJWvOQu8P7M7fhg1nbMXWTvT+wbBVzLSj8rLSQw+fswHJOYJyTV+I1xTrFree0tazbyTiRESxZ2LGC7Dsux7RD5/Ixm/on/LnP9N15Q+fYHkZiqRiOhRxOn5dSndopYHhtFPGiu73OC0TsMGktGkjdL/sKjHP6aFEFN2izZUN3FH/xAF8YjiKSVZVduHlfY42fVu8V/pZ7ojymfmkUzjPy2F9THSCa4CTzjFxhmBG8nKavpJp3I4yUUS9M3KR9/mj2dgz6Ua8FG//YhaiTZF4K7DJ9uX2vy3bJBc648f0EvGsWjWOFpSZj8drvm/HLGueUeqKx5WRZaMNohA4VBDVQZRLJVWS15oMnbRL+ZudqwUsSEqm07VZI4miu3OLGz5eavrPqSyuqRbt5xUJ22VoqyIZn5MNmD1GAdTBnpHF2u8aO7/G6lxiVDWv35jkuQ6QkMOLV3zc7LptC9jFFSTo6ttC/Z2N5TvvRGO+Sk1cSV3kBwgFfGI4iKO/ehD/FwmNtQ3lVdcRNcZ/Ns8/j/vNqs+bECjJNLqsMCHcrHo8jb/FgBa/FO44KhfZOLc0nfRFftZXgP3trrm7jHNC9FS45vQU2vnaNScNqn9wgsu9V3mfYyCYh3y6ekGbsPpEv+5gV2dL1sBA9l7Mgs9Dnuaqpc6VEdH44pqLdwdKNe6HI3OsFNDOm1+AhIWyK/Wrhbu4B95iD9Ojh9tXMMqRTjqWbRLh5yUVgn9D4vMXlocMCT5PL65205nJa10FXnC51HQ+yr+Wp8dbuPaHyggW6HU1GLXBN8zWXgS8MRxF0XZPVjEUTkfKPJ8ScplF8rbsJNnzODttrRBnDnLaFXQSskorwBFVekWx53y/PEpaXzHEE7nVaE/61DjRiqXWDLix1kxOR+e5A3W/2aW+lq9FBlhOVFzTIgxMhvnubhrq/uX7cHpJutG6UIvglhEgFmc2T4C8PxxZGCNDz1EZhKCmETi0baD6+cm0QP8n1PdsAAG4771QAwDKB1jTSHtTvzdyGaz42xyU4qTXTIssjD4Ov766vy6aycDHLxDPYsWL00Mo4GLKuzZHMznhhp2ZS11V7yfbhEXavla7tsq+/c8tU3d9VARIXFt9wwheGo4jT1QH1z6u6xLglZoRLFjYS6ROIfYoBYMzyLE0g9DK3wh18J2oLzx+SB1mB1Owyw38TPD9bUb82qisvVPRsKzZV2i6otr/zLzivQ1O7ZgEANuzLl7rOpD2zaJeURkPiEi+HR1FmJiebi+uNyOLGKsmEHPvzS/HPAV3lqpO6KuguNOwvZ0lebZ3d6rRm9VEvORHjVgUtcB/Otj8s89pjB7evYLMgoLiQE4xZT8DXfbSoHOe8OdtU1t8u7+yoLaLhwGMACjfsGDAIIWFxr2G1wfVT9P3JKlJ4dfHWsCrJQ3q5x7Y//78NeHaCOPbCCbT4OZfr1l/UgyXF3SNXcseO8ZVGKyg+HPCFYR8mPHe13EbHw1xDdKpdxqvX/tiCzi9N153Q3WAQQ0QeDtw9cqUjpgDjunDvqJWma3gmSdnFnucb9vt6QXYoyQUvNSUJj/XrKPzdbsnfavPORIIn1dzZYdwqOTcEsyxsIfCpbeqkBpiEW7khcwgSBac5MVnLulQ0TNEHr1ppAnnUfyKcL3mgkYWiANefdYr09VYCycjFmSitrMaHfz0bAPDMAL7yIVaaLVFw6VcLd5u+GyBgHlq68yjySyoxcnGmdL08/2DRmFuyMzKZ4ljYuYC8PS0DXYfM0O0hbszzDZg5YJwPLFiXCSvIZnG0Wx+tQAjBr+k5tolpGtYNf3A67wDAo3CTccuyUoTFG3xhOEpgF52I+bB5AbMuNUt17stFeTqNJ8NygYO/Edd/ukRaGOAt6gsk0y2LsrbxsDbbPrji8Alz5Pueo8XSVEzGhZW3P8zdmmvpkuEW4x670JKP0us4FQWKyu5nT1zG13IZ22X2GbZqU7C/aUppEc2ZHUTPkGqx2VKkcIIVg2XK9/dfe8tRGBlLtNrHjYGXVvBqSfpxpf6gs2Sns8x7ImGYHRstU4MuKzIxBUZ0NbjT2NVlBbsgtXv6tAfA96FtxLiOpDPrER2/rMWoT5rZfM/WzDsIiYTLX9aIYyzSJdZFGdh131h1jLBtdKMp7tE25NJj9SqM/NQiyLrcfb1I/qBihOxKUL+OVabPED6duxOlFdU4UVqlq4BXD29M/MYRyldxkmYZ32lcyjoC+MJwlPD98ixts4t333OjifCCNL4WiKUHemj06uC9hg1VhluXYrmNL/XE9BwUlFTinDdnS5epte/iDgCAvBJ5ba+MzyplaqhkFmnW3Pz5Pedqn3nCjoz/7GNj19hew0KWM9ougOVgQRnyHWgLKV6+4QwAYg2KzAK5eX8BXpoc7NsXrrP2gzSlY7Yot2n94DMnqT7YboMAeVnKAGDboUKuuZuFiKnBSUsoPeNbt/a0vM7oXmOVCMBJsJZxLPfr0kL6XiCYxtsKPPPqRYyvZqXAH5MVqtm1iLeZW/V3W4mAPll6NJZ9gJcO+NoerQEAo5fuMf3WgBF2bv9qufaZjt/KaqIJ25ec3tyyHTwhhzcVC8sq8fAlYosR2w4vsI9JUIO+mGHpZD+h6NUuFFvx7owMLBUcvHiuaLwWvmjBtEJh1c53pmfY3s8ilCyJd5iRK2PEgl0449WZJm01r8zVe47jUEGZLkMsZZP45sHe2ne8w8OnhoNnOBldIo2ot7S8vByPPvooOnTogIYNG+Lcc8/FjBkztN/nzZuH7t27o379+ujfvz+ys7N19z7yyCNo1KgR2rRpg+HDh2u/jRs3Dqmpqdq/+vXrQ1EUpKfzzecVFRW44447kJaWBkVRsHDhQt3vCxYsQP/+/dG4cWOkpaXZPpfMBr/7SLF6re2lGqoDxJE20y3enBLiS01KULDn3Rs06huR8G6kUJq/LdfkayaifuGhZUPr4KPn/rcBvd6cLUxDzAPN0lYVIEgbPA3DHfgPOskgtIIxGbGmcnYh5/Vje0NkspOTNE8TBAB/Zslpbux89r5auBvnvDlHuj0U1J+T1d7ZPdcPK7MxLyNXO0i8wtASndteHyho1HCZeYbNdXVq0QDPDOiijQc6dsN1MF354gDt83WfLHFlznWipaaCRHKind+l/u8duYUYtSQTN3GpwuTRPDVFxwBx27khn0JWCD1a6C7xAE8z2bZxyFTLHrTKKqu1v0WHy39NWI+DhqQptG9uPNvsnjHIJgkHANRNlts+/9hwQPPt5T0XTaByQIJfeVNOAQgh+JvqFnasqFyzwNB157enLtWuZ+cCb0zyDh1nvT4bUzboXbA6GnhreRYxK/Do5LYe4LsRVFQFkF9Soc3N3YdDQYRXf7xYem6NW5WNsSuydON64fYjpgRBFEXqvtK+WX1c0a0lgOAaNnrpHl0/lkj4U3cbMlP4m4xrC0tlRg94RzgsJGJmGjm8Nc0smP+anoOL3p2HO79eoe3n/bsH++Pizs0x4t5zTfeIQJUPNQFRF4arqqpw2mmnYdGiRSgoKMDQoUNx5513IisrC0ePHsVf/vIXDB06FMePH0fv3r1x1113afe+/vrr2LlzJ7Kzs7FgwQK8//77mDkzOOjuu+8+FBUVaf++/PJLdOrUCeeddx63HV8t3IX5ec0wduwPaNPG7MPYoEEDPPLII+h28yDbwf/ujAx0fHE61mSZzQY8fDx3B0Yv3YNRSzJtOSeHTt2Kq4YvFtJoUbw8eRNGLjb7nLEYPns70gZPM1H7HC+uwDYmNXFykgJFUfDH033Rr0sLrnDxJ+dZH/l+DX4wmD+dONCf3irV/iIA/dWFigXdf9MGT+NmFqLBNCsk/JworBJHGMGavpOEAkqoH0srqnHLF8tM7+Kq4eKseEbwzJ5/H5cuvVnIsjo4xQeztgOAlgRi6sYD6PjidBwuDG6gvPX7ld8249Exa3D6yzOQNnga1u0NBc/1Nvin0g2guLwKaYOnYepGfbKJ6ZvNUeEf33UOnr26K4bceCYA4I7z26ltMTfmOwtWDxGaM65F+/NL0fml6ZbXpw2eZvIdduQzrF6axEs3yOCMU/SsD43rJeOtaRnYtL/ApLnn1T9k4Bna56xhAzHvucuxfPCVAID3bj9b+02kVX7ufxss2+cErJB98bvztbne/ZWZ6PLyjOBcUi/hHRIufne+7m/67u3iFdj1hJ0z5wsOowDw9QPna59nbD6EGz9fil2HC7kC9IUdg+U0qW8f+HrTiKXo+GJobKW1aKBpNOnh9hwBywxvvbhaZbswZkWdwAjt/bq0wB4Dq0Wfd+bZtpVFrzdmm9ZlEQvQoB/Tcc6bc7R1zKix7fzSdKlgz5cnb8arv2+xlQzpHkWp1VJTkjCge7A/Pp+/E29O3YqZnDVlxj/7aZ+f6u8scNEIK19mirtHmuNQeGv93mMlttprqy5pzRxyi1WFEO3uREXBhR31Foj//e1iYVl1kmpOGueoC8MNGjTA66+/jrS0NCQkJODGG29Ex44dkZ6ejkmTJqFHjx7461//irp16+L111/Hhg0bsG3bNgDA2LFj8corr6Bp06Y444wz8Pjjj+P777/n1jNmzBg8+OCDQp/Ij+fvQaMLbsE7awkSE81+N3369MHNd9yN7MqGttmHqG+Q0Q8OACb//RLuPW9O3Yq3pmWg1xvWJn9Kt2WlHS4oqcS4VXvxzvRtlmV9Nn8XgKCmgoUxBbBes6lwtWe8EyUP1GTcykbrC8hrkXn+wca3TBfLcHuk3NSrLfd7Vhhg9xzW5YTtx405+diwLx9fcoJmRDBG9PJ8cqdvCi3aM//VD20a1UW31g3xxGWdzG2OgDDcoXl9XKqaa19RTeGztgSFvnkZQeovp9ymSYkJuLxr6ABEb+/x2iwAZt81nq83paHr3DIVWcMGalpN3tjmBTLZITkxAXvevcHRPY+NXaM7LLJNeVUV2u1g1HayuOWctnj95h7IePM67TuWvsy4kfLeC/VN7qIeVDu3TNWCaS7r2hIXdmyGkQ+cL4xSZw81Vlj7ytW6v3nCtZ114ZO5O/HnnuC7H3EvXwnC8v7S0pxor1676Uz8+fJVtEHS9wHAH+sPcNfo05oFEyTkc1y47Kro0bYxNuUEtc5WyY+AkO/y9T3b6OYToPdNZnHfhe3x7UMXaK4cskgfcpXtNWe34wvtRorAuhxGjWkS2RYp7AKhp6mHaaqNTa2bpGlXqBKFzTZ674Xt0SI1RXfQbGWTee0/13aTbq8ImUfMNHs8f/THGbe66c/0Q4fm9XHWqWbWoPGr+OOlXdOQBYaWT9eGhISgBfexviE3Gl7ylDGP9AEArN9XgMU7Ih+MGQ7E3KEjNzcXO3bsQI8ePbBlyxb06tVL+61Bgwbo3LkztmzZgry8PBw4cED3e69evbBlyxZTmdnZ2Vi8eDEefPBB2/rbNa0v/G09Q+0kcxLtyRlwZ7YNDx/nOMHABYCZW+QXBsCsgTCay1lt0+IdR3T9QHGHQTATgUbDvnZTD9trywR+Vp/dY2+WMS4JsulTL7LgjKQaGxZ1mINC1rCBGpURq3VhhQqdmwSzcBkFUaMrwEMXd8C2oddhxYtX4qJOzTDhiYsw/M5zsPudG3BJ56Cwacdj2aReHax8aQBm/fsyvHTDGabfeZrhuy9wllu+i0Gbn6AouO3cdrrv2qjcuydUKwjthUmCg6IdaP8ag9U+vfscAEDbJvb+nvRV2PkgtnAQTKooCiY8cZH09QBw+ETIMsCOm16nWWfnolde0c3MNjDl6b7IGjYQn959Ls45rQnq1UnElKf7AoAuY55RM8wTvBrXS8aMf/bDlH/05bZjwpMX45oebXRKB3ZUGXmdRWhkiIrn+ZsTWPvDX9GtpablpbRWz1+jZ8bZciBERUaf9+krQ8kReFYnFmWVAa0NTj1hAkTsmtShuXgfsnrmQIBgysagciP7mNmHUxdApzb4ok7N8X+Xpumue+PmHvjpcfPY/ct5p6JOUgIaOqBrHNC9FZqnpmDPuzdYso5Yrb0seGOhfh15FgU2+PjrB843cWTTgzHVDDdMSTL1efPUkDKHnScrXrwSj/btiAcu6oB3bjsL61+9Gh/f1QtGPNX/dGQNG4hHLu0oDLJ9+JI0TP1HX02QtMLAs0/BvRe252r7r2PYepo1qINF/+mPKf/oi+//7wLdM9CYDCNY5ghaPh07NMh2yI1n4vN7zsUDF3VASlKi6fBDlV+fzduJB9V4onhH+Hk5HKCyshL33XcfHnroIXTv3h1FRUVo2VK/GDVu3BiFhYUoKirS/jb+ZsTYsWPRr18/dOwoDgLok9YMq7OOo1e7xhB597CCT1WAIEkQuNmobhJOlFVxaZVSkhKR+c4NOF5SgUCAIDFBwflvzRW2y4jubRpi26FCXNxZHBzhZKECzFoXY6CYjGnDqEmY/PdLMH7VXvzPQKVCJ8UFaU3x7NVdLRNk8GrNGhZMBHFzr7bYmJOPm0cs0357uv/pGLEgqO02rgnsRvXARR0w9NaeGLl4t0kzY7Wh8bhMjYskfeWslo3ll2R5QtmqjNHwQ2/piVaNUhAI6FPtntK4Hn5+ImSGSkxQMP7xi/DE2DXcAIaOLRpoJk2xu0aoLCOevLwzfv5TPlufcQPec7QYt593Kp5nzONUUKJPTN/VGW0aae83ECAoqaxGveREJCYo2He8BP3eX6CVsYjRLtCufrRvR3w6bydOa1YP+46Xam42Im5WFlSz9P2yLM11gocVLw4Q0qX1fW8+cvJKdZvfhZ2a419XdcEnc3ciECCmQ8/z13TFZV1bYm12Hl6fstXgUx4aE/WS5ZbmusmJWh9aoXVjs2XGOAapO9iQgWfg7j7ttcOS0dWCB5HAJptIwxhowxWGCUG7pvUx9Zm+2HW4CF1apUJRFKzfm4/7v12FhAQF1/RojZlbDuFsVTHx0CVpOp5hnR+7OiJTkvh9yHO3Kq+q1sbz/vxSZB8rRgfJjGQEBFefEWwfEHQ/oBaAnm0bc8dZgAStDnRN+c+13fD3KzqjrDKAM16diaoA0d7bL0+KzdUAI9AkKLiiWytkDRuIquoAyqsCaJCShIs7N0fWsIGYtvGgltmMPuvj/TrpaLJ47h7PDOiCZxlaTkVRMHFQ8MBbXlWNien7dQKYrDsX3Z++uPc8tG9WHzeN0Pu7L3z+Clzx4ULbcla8eCVOaVwPX6h7xsCzTsG0TQdRqbZDc5Oom4RJa/UBl3qrCdHm7SmN6+EV9R3ee2GQFeS2c9uhvDLADZRNTlSEgcUJiqIp1L667zyd3/peZp197/azcOPZbfHZvJ3cPhTRrbEHZ6vgRTYYnJbPjh2Km3q11SylzVNT8PAlaZolO1IueJFEzDTDgUAADzzwAOrUqYMRI0YAAFJTU3HihN5/68SJE2jYsCFSU1O1v42/GTF27Fg89NBD2t979+7VBdcBQXU/YE3ezg4YEU0UEBogomsSEhS0SE1Bq0Z10Tw1BVnDBiJr2EA8eXkn1BHQLJnawil62saDWJN13DFfptEcapyc7KJMtcgylDa8jGi0b5ISE4R8nxR2piYjy8WVAg5OgD/ZEzn+lay2duKgi/HwJWna3yUc3knjQYKWyS5KdzDR1qyvHUuQz4tcbtWwrk4QtkJSosIdb+waxMtax4InDDtdxIzz55TGdaEoCi5Ia6ppsGmJdNjRd8N2ZUKCgtSUJK1NVsQGWpIWys6iNoG+G5n5sFM1l9vRJFnRjdHDstHcS+/huR1c26MNzm7XaQKNMwAAIABJREFURDvAfjJ3Z0joYi63O8g4pSziuR0Yx888lSN8xuZDSE1J4pqnRRAlqXDrpsRbSgmC46JR3WSc174pGtZNRmpKEhrQRArEvGkbn0EnPKgfnSQiKKsMaE86cnEmLv9gIfc6XpGE6Nele/q0R5fWDbU28MZLVSCge4Y6iQlQFEXbvyauzdEEtzQL7TIQ0vKx8z4pMUHHwwvo/a3pWO7WpqFubWGXL5lUvylJiWjWQH8wstpTWdz6xTK13aF9m/ZVt9YNcWpTMwcuC/rO6RilAj7de6nwR90kGtZNwpMGtzI9Nao9taBoTInWbbv7WYvG+R2aoUFKEhISlLCl02bdOKhbGxBaSwMkeACwouJk9w674Ox4REyEYUIIHn30UeTm5mLixIlITg5Okh49emDDhpBGqbi4GLt370aPHj3QtGlTnHLKKbrfN2zYgB499Ob3ZcuW4cCBA7jjjju079q3b68Lrgu2IfiblTDMruTVFjRb9MU7Tb+oQLHdLegmxjsBPjV+Le747wrH9FDGZhr7gJ2s1I8tv1TvdsCbg7ygFVoU/eVUDnl36Fr553jv9rMsBRVN8GLK5Al6tM5Z/7oM53dohtdvDo2nkkozm4RRvuTxPLJsFz1PbYw7ewfdBlg/a9mNQITjxRXYdbjIdJBhXVzsBKoUjqmD50dsx5NKcUnn5vhONcUlJSSEtHBqkcYUoFZCiAz/MTH8TechbS5lCejW2nxgHjIwqM3h+dKxsPKrpk008R7T9YAznlnhBwgKM0Cwj9lulqU5kxXkWqRyNMMByvoRwPHiCpypaoAHOcxiBugPYav2HNPGjIzQzsZVbHjtGgD8tUAkhIQsD0S7TzuEG95fJdPJ9JOTbbusslrq3aQIDhKU2qpFagr6MG5YCYoi4CEnXHYaOs93M/EevPnMlmk0dYvA1sc+K2s+NwqHbNtEMCojnDKuKIrCHHgJ6iQloH/3VkhOTMCA7q2EFgzjWkuXRXqYpfsfda1rWDcZLQwxLtU64d/+WUWHw6SEBFQHiGleVAWIbg4Z1z9qYenXpYVmAUtUFFu6PNn14an+p2suXnRNAkLvaPqmg7ZKhkRmv3FC0xgviIkwPGjQIGRkZGDKlCmoVy80wW677TZs3rwZEydORFlZGd58802cffbZ6N49yDP64IMP4q233kJeXh62bduGb775Bg8//LCu7DFjxuD222/naoxZEACkqhLFJUF/ooqKCpSVlTHapgDKysuA6ioABEUlJaio4Puh2mmGvYCOKauFw6tm2Kj15Qn+xqAkngDOE2Dopkh/mvfc5cJ22WX2YYs/tUl9HLGgbeL57fJOqwRBLs9ujG8j9Z3r2sre39EuA1C95EQtsxZrMpZN6SnCysxg0FiXl2fovk/QaX30z2uMWJbVDE9etx9jVPOXFcY/fhG6twluSOVV1dhzLKgVpxuD8YBilfLW+Avrz0ingpG3W4H+e+qHOf7xC03lU0GEttEN6Hg3Tk26EbCHzoYpSZqmPHiv/p5OL03HVwt3aX/Laui9bDl0DL48eTPOGzoHxaq5vakN/zS3HUxDfly5F2NWZEnfe277kF8pdXHhJq0Bf41hv6kyaIYVRdG5u1Uza0xIiLPvxavPDAaQlVVVS3U6L7EKQYibeM2Qq3QHlASRZrg6gDqcQy0dHuwtdlZGzYJiM7bYdeMAE6DJumHonQaCsEthbfQCsdsvT2umV5wkMMJwgATXEW1f2XZYyApC9zcqi9OlV9MMVwd0QXYN6yaZDslGRZfds9J29T29heavD4QURqxFihCC8qpqnQXAWDp14Xi6f8i/PagZNh84ZZRjvPnFyzJXWR3A5v0FGi2sFeh6Mvj67tJZ+uIJUfcZzs7Oxtdff42UlBQdpdnXX3+N++67DxMnTsTTTz+N+++/HxdeeCF+/vln7Zo33ngDgwYNQocOHVCvXj288MILuO66UKR0WVkZfvnlF0ycOFFY/3fL9uCUxvUAAuz/5km8/VEwcvXaa68FAPw0bw3ad+iAP5cvxb8evE27r13LJrj88ss1PuLCskrUS05EUmKCdtK20h7zoCgyxOPB/zfm5KuT3/n2V15VrfPtpItudYDgv4t2Y2OOPkCOV8XfflyLSX+/BOe0a4KK6gA3sxxP45CvBk3RxcPK9GoXDc2ioroalxkiolkfP6IuEnkllVqQEk/A4EW7X9y5OXq0bYSK6gCW7DyCUxrXxemqYDzNQOPFCrg/rszWaXv+c203nNWusbZY3X5eUEP82Jg1psXV6Un6zt7ttGCoiqoA6iQl4FhRuW5DMNJuLX3hShwrLseVHy0SlluH47fohh5rrdqvuw4XaSa+2VtzUVVNtEBJK4HPuLFf3Lk53r6tpya4LX2hP1apB4Iq5sClKMH3XlZZjRW7jyExQdEFv1BQ7dfXizLx4MVplhYLEQaedQo+nbfTFBCj+ZETgsU7jqBuciKap9bR8Wjz3veYFdlMGebfT5RVopHqXuGGx/iSzs2xfHeIWpD222/rg2b2ovLgXJXlz2VhXJfemLIV9eskSgeyUtDHrqwOoFqNsaAghFiKIIRAo8Bi70tIAKDKHrO25OKhS9L0AX8SU48K6WWVAdP1BwtK8dm8Xbo5zaOJtGIpURQFx4v0fTUvIxcZh07o/KnpuOXtAzxhuLi8Co3rJSMQIIybhLAZwd+Zsi/rElpj2zaph3ZN6yEnr1QbfwfySzU3Brvzm1EzvHjHEVzXo40uyJwNaO3YItWU2ITWUR0gqKw2j4fSimrUTU7Q9Q/1dU5RWaM2qAHh21U60SkbDmIyk5Tl0b4dkZyYoD0rACzddQx3XdAe2w8VYrFEqmpaf6uGKTiLYVug0/bMV4NMOL3aNdYYm9h5l89Qrv5rQojik32uZLUzjhdXIPdEOfblleDaHm2kAjt56wtlNWFBqfdkQEkG6nBcb1ZlHsOFnayTwsQanoRhRVGuA/ApgEQAowghw+zu6dChg6Xp7KqrrtKo1IxISUnB6NGjMXr0aO7vdevWRX6+XripDhCc+epMXVATRbtB5nIGzz4E4BCAZHR4Yar2/U292qJtk7p4/n8bhPm2P5qzAyMXZ2rRnEb6GiOOFZWjsppwAzWA4OZFzWoLth/R8Uv2PT2U8ekfP63TPncbMoP7rCxemLhJy5zGQz9mAfz8nnO18v/ypXXmId6moqXulNhw7CYxm+RjY04BruzeGlnDBnL7jw2+ogErlQ4EiC0qIbwoTSzlmLyh5ykAgv1jzKr1lHqKpwvY6GV7MHrZHm55Ts84D1yUpgnDXYfM4F5jXPAa109GY9UHnArmRshwnaY1r48sTuQ6D1cNDwneG/blaxsRYK2hapGagpdu6I6zTg3547L39n0v9H7puEhKSAAhQQpBSiMoArvxXDpsPvcaOwH5b5d3xmVdW5o0KnTM91Sp3yi6STIrAMF316R+suamJFojnByOR9x7Hs4bGkqi0t8QdPTvCcFDD8/cbocTHL50qzVGBHpI+GTuTnwyVy6NMu2CR8eEKKVYgY6lbFyReUy3jlrh7gtO04JJaSBwh2b1TUuZkb/47HaN0SI1BdOf6YcbPlsiVRcVxkTvmYJHvwYAz13dlSvgXMIZ27zYCRbsmKpncANjkyoZ22qX3dN4+F2/L9+yf4yUXCdKK7U1g+5JRmXGGa+Kk12kGA55lON/bkbIR/aNm3to458KwgAwZcMBXSISntsRC0opupGJEwHM3MobckK/s4eZ1ZxUx4DeekoVS04C8inuGxVKPMLSGvZq11jXJiegh/mFO47gkb4dMffZyzTe/LtGrsSed29wpcyLFly7SSiKkgjgCwDXAzgTwD2KosiRY0YRPV+bZSscymDKhgP4elGmUBCmKCyv0hgV7CKpWZojHlgtjhFLd/GFNK/P+tpNZ+ompUwk+cOXpKFXuybWdTtQZF3fs41Ow0rBLkBPXubcrzGXyfB0nxr56xZUyxcurt48hxq01o3seZtFyBo2EB/+9Wzub4qiYPD13bm/AcCzV3fFf641//4Php4KAOZbuMPI4onLOutYVOwCLJ0EbTSSYGCxMzvXq5PIpY5iA1BE36+wmNu0bhGLBQsjJZkVmjWoI8U8wTPxhwN/OfdUPHt1V2wbGrLmNTAIW272SqMWCtD7L9qhSJDRkl1j+3dvhZ+fuAiDruhsu6FTbXi4aDWBUD+xWTG/fag3Jg66GFnDBuIfNsHJLOx8hqnLAE08weKYxTplFDaNcGPNYHHVGa1RXK5/V5tUYdOYmIcHavV6UV3fRj3U23SNzH4HmLOvGrFTTZKVZUhWMpCT7ZCitCK0fz7V/3TuNazmXCbY2rjOGTMJAsF1gWLMI31wfoemXGXJ70xmQyvQQ8zprRpK92c8wMuq1wfALkJIJiGkAsDPAG4JT7PCh1Mko/MjUrcN3ymr3Y0XPHhxmu7v01ul4oI064Xm9Zt7ICFBQQ+Lxb9+SmjTW/j8FVg++EodcwOLobf2xI+PXojNb1yr+77nqY3xwR1n45cnL9ZpLHa9fT03kI3iVzVDzlWq31/9Ool4+7aztOxa61+92nTP6zdZn+vYg86S/9ff9LvRN/pbzsLLwqkJiWf6Z2EnGFpt6H+7vLPGeJI1bCD2vHsDMt+5AVnDBuKZAV0w8OxTkDVsIEapeervOL8dnrtGTyrfqWUqbjjLnNmRYvidZi5OOzxn4Iw1omXDFBOvbb8u/DmWkKAga9hALWiMh0/uOsdxGwHg/Tv4Bw02fTb1I6eY/kwom9X1PdugRWoKVr44wDZFud044MHuuezq5OGO89vhZkFCGgBY9J8rMPyuc/DMgC6om5yoMcsseeFK3XV2giabEY+iE2eDZ+n1ePewEGW+nKD6yJ7apB4u6dwcF3VqHmRfsFhrAL1/+553b8BAw7t+6QbzYdLqnfTr0gJ/DrkKT/XvrBN6B5zRGud34HP1WnHVWnEaA9DmxIOc9dkq09o/bQTyrkwg6z195PnM6TrUuH4yTjPkBXhNXadluHmp4uJJdX07rVl904E3rUWofKMbnhO8cG133NX7NC0glGLEPefqklpQPHxJGh66pIP2d8cWDbT1tV+XFmjfrD5SkhJ0bivGccWDUbM/59+XaSnpAbNSpUn9Opg46BJ8dGcv3R6QNWwgly2KxdBbgsHn7FpGlS5/Pb9dXGuFAUBxStGj3agodwC4jhDymPr3AwAuJIQ8Lbqnd+/eZM2aNaKfI4aSiipUVAV90KoDRCVvV9CwbhLySypRWR1AVYCgOhBAk/p1kKAoqAoEUFRWhaSEBJRWVqOwrBJ1kxPRqG4ymjRIRkVVAFXVBEmJCuomJyJRUZBXUoHK6gBKKqqRlKCgU8tUS6GkOkBwIL8UDVKSgtQlUKNNGd84gqCP77GiCpRXVaO8KoDkxAQkJSioVydR861rkZqCovIqEELQpH4dJCckoCoQfC4FQY1xcUUVWqamIK+kQtM6ZR4txnmnNUXDukmoChBpqjcR3Po1h+t+mfIBZ+ZlHz6cIhAgOi2naLwZx3ukxz9bj7FdJ8PciFb/xku98QYe97YVeP1Gv7Mqy01/1/R3VNPbHwkoipJOCLHWRKnw4jPM63WTZK0oyhMAngCCFGexQP06SRBl3GzTWHzKlyAT0KFeHWdBOIkJCtdpnQc7HyUAkE2YyWqTWML4OmEw+XudjJGezP5i4SMakN3wjeMxWuOTy8pwEsyNWD3jydC3MnDqVmY1Tq1pD533d01/RzW9/bGGFzVgDgDW1tEOwAHjRYSQkYSQ3oSQ3sbscj58+PDhw4cPHz58xBJe3CSSAOwAMADAfgB/AriXELLF4p4jALJFv9cwtADAj2Lz4UMMf9z4cAN/3PhwA3/c+HCD2jJuOhBCpLSwrt0kCCFViqI8DWAWgtRqo60EYfWeWqMaVhRljawvig8fFP648eEG/rjx4Qb+uPHhBifjuPHEM0wImQ5AjrTRhw8fPnz48OHDh484Q0zSMfvw4cOHDx8+fPjwEQ/whWH3GBnrBviokfDHjQ838MeNDzfwx40PNzjpxo3rADofPnz48OHDhw8fPmo6fM2wDx8+fPjw4cOHj5MWtUIYVhTlNEVRFiiKkqEoyhZFUf6pft9MUZQ5iqLsVP9vqn6vKIrymaIouxRF2agoynnq9/0VRVnP/CtTFOVWQZ0zFUXJVxRlquH7p9VyiaIownzLiqJ0VBRlldq2CYqi1FG/f1ZRlK1qu+YpitJBVIYPb6hl46aDOl42KoqyUFEUc3J5H2FBDR03wusURblCrX+LoiiLvPaPDz5q6LgZpyjKdkVRNiuKMlpRlGT1+1vUNq1XFGWNoih9w9VPPsyooWPnW0VRNqj1/6ooSqr6fYq6d+1SgntZWnh6ySMIITX+H4BTAJynfm6IIP/xmQDeBzBY/X4wgPfUzzcAmIFgFr2LAKzilNkMwHEA9QV1DgBwE4Cphu/PBZAGIAtAC4s2/wLgbvXzfwEMUj/3p3UCGARgQqz7t7b+q2Xj5n8AHlI/Xwngh1j3b239V0PHDfc6AE0AbAXQXv27Vaz7t7b+q6Hj5ga1fgXAT8x6k4qQm+XZALbFun9r878aOnYaMZ+HM+38O4D/qp/vRpzIOLVCM0wIOUgIWat+LgSQAeBUALcAGKNeNgYAPQHdAmAsCWIlgCaKopxiKPYOADMIISWCOucBKOR8v44QkmXVXkVRFAQFll+NbSOELGDqXIlgZj8fEUBtGjcILozz1M8L1Lb6iABq2rixue5eAJMIIXvV6w7bleXDHWrouJmu1k8ArIa6HxFCitTvAKABAD/4KIKooWPnBKDtW/UQGiNsm38FMEC9JqaoFcIwC1Xlfi6AVQBaE0IOAsHBBKCVetmpAPYxt+Wo37G4G8GTcCTQHEA+IaTKon4AeBTB052PCKMWjJsNAG5XP98GoKGiKM0j1A4fKmrIuLFCVwBNlaBrTbqiKA/GoA0nHWrauFHdIx4AMJP57jZFUbYBmAbgkUi3wUcQNWnsKIryHYBDALoD+NzYNnUvK0Bwb4spapUwrPqkTATwL3oqEV3K+U472aonqLMQzK4XCVjWr7bhfgC9AXwQoTb4UFFLxs3zAC5XFGUdgMsRTJFexbneR5hQg8aNFZIAnA9gIIBrAbyiKErXGLTjpEENHTdfAlhMCFmiNYSQyYSQ7ghqI4dGoQ0nPWra2CGE/B+Atghqsu+SaVusUGuEYfXkOhHAOELIJPXrXGoaUP+nJsAcAKcxt7cDcID5+04Akwkhleq9FzIO5ze7bN8s9f5RCOb8bqIoCs0AqKtfUZSrALwM4GZCSLmb+nzIobaMG0LIAULIXwgh5yI4dkAIKXBTpw971LBxY4UcADMJIcWEkKMAFgPo5aZOH/aoieNGUZTXALQE8CzvHkLIYgCdrYKpfHhHTRw7AEAIqQYwASHLpdY2dS9rjKDvckxhKwwrwQjSw4qibGa+40Ywxgqqv8m3ADIIIcOZn/4A8JD6+SEAvzPfP6gEcRGAAmpqUHEPGPMBIWQVIeQc9d8fbtpICLlWvf8x1ddqAYI+O7q2KYpyLoCvERSEff+9CKKWjZsWiqLQ+fwigNFu6vNhj5o2bmwu/R1AP0VRkhRFqQ/gQgS1OD7CjJo4bhRFeQxBi8E9hJAA8yynUz9PJchUUAfAMTd1+rBHTRs7ar2nM22/CcA2TpvvADCf8T+PHYh9FONlAM4DsJn5jhvBGKt/APoiqGbfCGC9+u8GBP1Q5gHYqf7fTL1eAfAFgN0ANgHozZSVhqCJOcGmziUAjgAoRfCkc636/TPq31UInsRGCe7vhGBAwi4EmQBS1O/nAshlnuOPWPZtbf5Xy8bNHWp7dwAYRb/3//njxu46AP9BkFFiM4Lm15j3cW38V0PHTZVaP23vq+r3LwDYon63AkDfWPdvbf5X08YOgorWZWrdmwGMg8ouAaAugnvXLgT3sk6x7l9CiFwGOiXosD2VENJT/Xs7gCsIIQdV1fxCQkg3u3JatGhB0tLSbOvz4cOHDx8+fPjw4cMt0tPTjxJCWspcm2R/CRe6CEZFUVqJLlQU5QkATwBA+/btsWbNGpdV+vDhw4cPHz58+PBhD0VRsmWvjXgAHSFkJCGkNyGkd8uWUgK6Dx8+fPjw4cOHDx9RgVthWBTB6MOHDx8+fPiIA7w7IwNpg6fFuhknLQIBgk05PqlPTYBbYVgUwejDhw8fPnz4iAN8vSgz1k04qfHVot24acRSrN2bF+um+LCBDLXaTwhGi3ZTFCVHUZRHAQwDcLWiKDsBXK3+7cOHDx8+fPjw4QPAlgNBrfDB/LIYt8SHHWwD6Agh9wh+GhDmtvjw4cNHTDB3ay4SExX07yaMBfbhw4cPH7UUbtkkfPjw4aPW4LGxQZabrGEDY9wSHz581DaQ2Gcb9mGDWpOO2YcPHz58+PDhI16gQIl1E3xIwheGffjw4SPCWJV5DCfKKmPdDB8+fPjwwYEvDPvw4cNHBFFUXoW7Rq7Ek2PTY90UHz58+PDBgS8MRxh7j5UgbfA0LNt1NNZN8eHDRwxQWRUAAGw9eCLGLfFRUzBt40EcLvQZCGoLqqp9n+F4hy8MRxirs44DACauzYlxS3z48BELJChBv0FC/A3Rhz2Ky6vw1Pi1eGDU6lg3xYdHrFP5hT+cvT3GLfFhB18Y9uHDh49IQo2h8WVhHzKoVgfKgfzSGLfEh1ccLa4AAOTk+e8y3uELwz58+PARQShUGI5tM3ycxPCtEj58WMMXhn34iBNcOmw+bh6xNNbN8BFm+ORKPkQYvXQPBny0MOL1LNxxJOJ11DYEAsTTIWLrgROoUOMFfMQ/fGHYh484wf78UmzMKYh1M3xECG431jembEGft+eGuTU+4gFvTt2K3UeKI15PcXlVxOuobej00nTc+80q1/c/NX5tGFvjI9I4aYXh4vIqPP+/DSgojSz3p2+e8uHj5IYWQOfy/u+WZeFwYXn4GuTDhw8prMg85vrefcdLwtgSH5HGSSsMj12RjV/Tc/Dlgl1Rqe9ky0RDCMGrv2/GlgO+ptPHyQ3FD6DzYYPqgHlwFPra3BqNKs479RG/OGmFYQ1RklHjKTf5nqPFGLcqO6J1HC2qwNgV2XjwW58eyMfJDSoEx9Ma4CO+UFkdWd9S/yAWfaQk+eJVTYL/tiQXieW7j+KrhbsdF68o8acRvmXEUrw8eXNE6/Aj6CMLQgi+WZyJ3BM+MX9NgS+Q+BCBpxkOJ/yhF30kxOHeDwCPjVmDGz9fEutmxB18YVgS936zCu/N3BbrZoQFJ8qC5reNOfkRq4MuA/HgM517ogzLd9euDIC7jxTh7ekZ+Ps4P0gjnIjkHI/9TAg/0rPzkDZ4GvYe8/0jvSDSYyMe1uGTDfFqCZqbkYvN+/1smEb4wvBJjJtHLItY2YrHoKFw4tYvlnmKCo5HUH+0wrLIBoCebPhu2Z7IFR4PkyHMGPJb0MK01E837wmssFpWWR3DlvgworI6gIALzb1//qhZOGmF4Ti1YNQahDTD4S+7rLLakabjYEHtcyWgAZn+ghteRNK0Ga+aIi/IOOhrmMIBdmQ8PPpP7fOGfe6sd4cLy3ABQ8c3ae1+t0076dHl5RmuLHDG2V4VYb9wH95w0grDFJHcngpKKrF+X17kK4pDhCLow/vgBSWV6P7KTHw+PzosIPEK3yc7MoiEMBzLdzRt40H846d1MWyBDxmwy+RW5oBxyxfurHezNh/CEYaOb2+c03wdKijDHxsOxLoZQszccshzGQu2x2fik//36wakDZ4W62bEHCe9MBxJ3P/tKvy4cm/wj5NME61F0IdZEjhaHFzgJ687uTUd0RpObsyDNRmRtBhVVke/L58avxZT4ljI8KEiwkMj3n2G7/lmJZ75aV3tchExdHl1QE4znHmkCJuimHzplzU5UasrnuELwwia3R/5/k/sOarPBLT3WAkOeTCxb9pf8zh2AwGCB75dhcUe03dq60AYhYvcE2XYeiCoNYn3xT1aiGQ/7D5ShE4vTcf0TQcjVke8obDM53b1EVwHv1u2ByUV0RkP4XahMZYW76vlwYJSAECgFq3rxncq+2hXfrQIN41YGoEW+bDCSSsMszLakp1HMX/bYbw9bavumss+WICL3p0X3YYhKIRkHimKer0AUFxRhSU7jwp9pOZuzUXa4Gm22XXoohZO4aLfews0k2/tWTLNOFRQhlk2ZrlouElsVg9zMzZ7NxH6qN2obf7QczJy8caUrRg2I7IMQtFKyCIjZGYeKcLjY9fERDtLYyBKK+Tr/nDWdpw/dE6kmuQZRktQOF9x7omy2qVFjwOctMIwBSHEkXYtGhrJAR8twpUfLYp4PTxQFogiQfajX9ODJpXNNlpvtpvCNWkrmACE7DijciKE4M6vV+j89Nzionfn4ckf0m2u8p2G4xHLdh1FenZerJthwoJthyNafm3zpqFCWUFpZNlaqFIm0hpRGQv9c//bgDlbcyM+Vnigh4KbPpfXiI5YsAvHiisi0p6KqvAHu9FX/N2yPfh59V5PZV34zjzcNyq2DEmEEBTXoiyJJ70wDLDyBN+mf4Khr5Jds3Ly4ktYCzdoNwQCBH9sOGDyLWU1RVZ9VlhWicMuE0es3nPc1X2RwK1fLsfqPcd1EdyRRDQD6Gqau/v4VXttNeuRwn2jVuH2r5brvovUAbqsshppg6dpB1Qr/N/3f9pe4wW1NVI+0rqPSFFQGtu9P7/U9p51e4PMFT//uS/MrbEHXWMOCNwSZ2055HqfcIN3Z2SEvUy6J74xZSsGT9rkubxYH7pHLdmDHq/NqjWJn3xhGKGFI0Gw68/ekqt9zpfUFOSXGK6rIZoTu43bGGA0Yc0+PPPTOvyw0pDemSnGSuvR/8NF6POOO1eUeOLYdUuBRMETJqxYAKIpoM6PgabILY4XV+ClyZtfC+h3AAAgAElEQVQsNes7cwt1kevp2fFzqHKC46pW7MNZ22Pcksho0nh15JdERhNoRLSpN+PBVfbWc9oCAK7v2SbqdRdbuEdUVQfw5A/puGvkyqi1Z/eRYvuLHCIe3rEVnM6tGZuDsSRGxV9ldQDHirxbSKONk1YY1i92xPQdmx5zxe5j2ufyqtrtpyNr7qQT+6jqFnC4UH86JILPRhytgZMmEtjK4WuNNQsAfcdF5VXYdbgwpm2RhUzA69UfL8YzzEFj/b6aF+gKhOZVOAS392Zu8+R/WR4FYfjJH9bgnDfj10fUDTQ+9jjQliQlBsWBeEsjTPckuziVcCISlo54Dw6cszXXkXxDfaJLK0J9tXTnUTz3ywac/9bcGmctOmmFYRa8McpqSCeuDZkhtx2sGUKBW9j5AInWScWgq4zHeV8bGSgi+UzsBl1cXjMOgS//5t38GC84XFgmxf8ZDtHlq4W7PflfRmPjiwVPa6RXDCUkDYcVntaFCMvChwvLXGkOoymjV0WABtH4SsIh3K/MPGZ/kQXYcfKfXzfijFdmSt9L2bK+X54FIBgvcf+3qzSrW1UNCyTwhWEwGhZmFRC9xkWSlGPxcrguq6zGa79vlnYpGDp1q/1FsNdk6H2Ga9akYPHYmDXo/NL0WDfDBKe+hnO25uq0oc7rc31rVEH9HmsDHhi1Wvc39c1Lzz6OtMHTsCknfp4141DNURJsOVCAT+fujHUzdIirFTLMjakOEJ0bTZ+35+H8t0KxFR/NtnbziYXWvFKSE9gJjM/R7/0FnvfGu0eu9BSMZ6zejfxaWhlUoBmtwzUNnoRhRVGyFEXZpCjKekVR1oSrUdEEIYzPcIL+e/71cbVs2eLn1XsxZkW29OLv1G1B1BvspIpUj8m8CvZ9uXl1czNydS4zkYLTtjmVTR8fuwZ/bDjgmjf1/lGram2WokjL+W61TNtz9QImZXiZmxH04V604yiA0MEoFmjXtB6A4GGLYvnuo/hmcSZKKqpwwdtzsetwbGgiRbh5xDJ8PHeH1Foe6fVeO9SGWzMc3uI84f5Rq9B1yAzh7/GYTTQSh2q+Bdp7uV6C8cIxTuj6VsNEIxPCoRnuTwg5hxDSOwxlRQ2sFpj68ug1w/w36/Z9T4pRxjQqx8maLJIS3A0J437sVQgNFx4cHdKu1fC5yoVs36YkBd/riVJ5YZgt+4RDvuiZmw9F1cfPC7yOi2W7juJHYwApg1d+36x99hIRX2lyRQj/iHbq7sAbf/d+swpvT8/AZ/N24UhhOa4azqeJ3HboBC4dNh95Dt0zvAqo9HArc8iduvFg2A6BecUV+GFltq790aJWcwQlqBTxGhRMsUI15e/PL0XW0fAHptUUcIXhCNdZWlGN/h8uFDIvheOwR+eRsah4GtIy8N0kgJC2jBHovL5Iow+trp4ogjJkyA765CTrIcF7rmD5Fn/HcFIs2Xk01Iw4np1OWxaiVpO70+n17D1u8Lcf03HtJ4vdF+AC0WIaMOK+Uasw5LfNQjpFNmnJIQ/C8B5DhDvPouUVeUYWHBtYUXbZHYa+WLAb+/NLsXinM19gr76Iieqi6Kac2VsOuc5K+u9f1uOV3zYjg4k7oYGHu2OUZEmEGz5dglu+WBbWMi8dNh9XfLjQ8X10nIv2npqCzq1STd9Z7UmHC8s881xnHDqBPUeL8c50PlWcl6lUR5UVup/SkPt7PASFOoHXZZQAmK0oSrqiKE+Eo0GxwAsTg2aG3RE251EqpOLyqqidkKkZTnbQi+jljAi3XDl2RZalzxFv0XDahHiemk4FdboxOH0PVtcfLCjFu9MzNM5or1HlJQ6ySYUDD38XWS5dO/R9b4HtNV429EGGrJCUDzacQoKXDey5Xzbo/k5OtG6XFjvmsMpSj0l8qCbLigte5HryxA/pJh5pWdD1v4KjfZ8owRXtBG7WZ5YR5LAhedCPK7MxeOJGr80yYW8YkifFs5KDRWpKouk7q5b3eXseLvaYAdcqPjMQII7neyBAsF61GNx0dpCKr1e7Jh5aGD/wKgxfSgg5D8D1AJ5SFOUy4wWKojyhKMoaRVHWHDkS/WhgO7BDYduhQgyfs0PNSse/vl4d84DmgWf2mpgedJW4d9QqVydkN6DCrawZTufry7tHxCZhcpNgPktMuFd/34JBP/JTQAMc3uYYYcqGA0gbPE1o7r73wvauynV6QneaxlUTni2ueXbCBny9OBNr9wbJ3BNlT0YRxtGicqQNnobf11u7Gm07ZKank4FoM12VeQxfLvTuz8j24pSNB7Burz1Z/i8OEh+E1WXYwTg0xhewrDsAsJNRLny7dI+nZgFAkjoeK8NE47brsDuFhEwCCx5C/sHmTo50WMKZpzSyvUajcuS0ZchvmyOSjEMmOY7WXYJxXsNIC3SwW7+9KhSW7QpaRnkuL1d/vMjxoWn0sj249YtlWL7rKNbvC65j4vgqZ2XHGp6EYULIAfX/wwAmA+jDuWYkIaQ3IaR3y5YtvVQXVog2kM/m7cTe4yViAU7yBfNYJz6euwOA9wQNFAWllbZCglPNsOwp2+4q2Qx0LKwy6ojSQzvB1I3eeXt/UiN36Ub/+/r9uOnzpWjdKAUA0Lml2RQmh8itHEt2HtG0aVbv1+hLGS98ozQAa9wq66jpcG+KD4xejfdnuk9oEQgEU72zzRq5OBO3fWmvWfx/EdDCyeDpn9ZJu3OV2NDtbTkQOpzIstRYIUnVNPM0qzzsOlyEgZ8tsTA1R3e3ttTSRVhyuPrM1tLXllv0b7iDiVup66ZTfKLupQDwa3r0M+axCASI6/iIExIsT2WV1a73P3YOGiFKLGL1LNtU1picvFLtfrrCGUdGXPnBS8C1MKwoSgNFURrSzwCuAbDZ+q6agQCxOO1IllEaBRMxNTGNXJwpvCbBIZGlTqMrrxi2LGfapoOSd/Gx63AhNubIJUb4efVeHBBobr5Z7F07RVFcXoXL3l+Af/68Hpv2FyD3RFBL5tZk53bdkNFSPfAtE0RoUY+iWRHUv901KXYI89rrNatap5em4/5vV0WcjSSc72n1nuNRyzjo1I+9rDL4PpbtkuNW/XTeTmw5cAILt/OfJ5oaxfGr9mrmZToH/7tot/Z7pNkkmtZPlr7XSvNuR4MWCfDGxycMOxJ1c4wVRizYhX7vL9D5ff+ZZQ5YW7TjqI51BQAmr7UPrO//4UL0fG0W8oor8NXC3Y72mBSbGCBeUf3eF7t78ZLEFNUQDno7eNEMtwawVFGUDQBWA5hGCJFnbI5ziE41VgMx80iR5m8ZDedxGcWdJuBI7uvsc/OewPidqDvYcob85vyMlH2sWIuAvWr4Yjw13uxCYXwXBaWVGDxpE+7/dhW3zNSUJMftEGH3kWLsDSNbgtsAOsCZpcFqHU2wMONSrJUw8UcMNp0UTwEbNJOTrODmBVnHSlDm0Y+WRaJgYVmy8wjSBk8LW6pVGSG+sKwSL03ehOLyKtRNDm5XbRvXDUv9TjRXXv1SX5rMCmzBsobN2KZ94+bA9MWCXUKWACNkiq+vugBSujwApvKX7ZYbz2WV1Z6YU1g4pdCMFEQKLpr4gg2sXMnpp6FTt+LxsXoGWpkxeFAt98VJm/DezG1YmSmfPj450VrEc6q95bnnFQgCl+NnNZaDa2GYEJJJCOml/utBCHk7nA2LFkTZ50QvUjR2th8qxJUfLXLkY+hV80T9iawFnOD/8j7DrHuDA+YBw99uJkJrxmR2+QcLcefXKxzdTw8ix4r4k7NZgzouWiWoK8yLr2OeYUZg2WcRCGSqx+LNZB0Lmr2sNs5wcMYGAgQZnPTTIshqPt1q+iLB0+slwYkVRCZ/kTXEDRIEvuLUAjV8zg5UVgfCdvigYz/zSBGWGJglvlmcifGr9uK7ZXtQLzkorE1Y48wsvutwETdQK1a+pry57mY9+WDWduk1Uqb8nm0bA9C7R304ezt2MHzXsmEEfx+3Fn3esQ/+kpl7Ni7DwWui8C7PeFVe1yfLyjLeQcIM6irBcxPKPsZ3ebCL+xDLOfxfeLEnR9XAUOM9NcxLwqdW42HboUJNsJLF/vzgYkv9Xr9YsNvqcgBB84oXvKxqG7IEEwFw4zPMfOaVJ9k2NxPBaVT8Ez+k6++3oZG7rmcbjFuVje0esmXZ1WH33MXlVUgbPA3jVoV4aY8VlTsW/Fk40SpZXUo1EHTj5F7q8L3yIvZHLc3E9Z8uQXq2vIYDAFZnHff07oyQ8ddzi1lbcu0vcoFeb8zmzhIv/t3GsSzSDNO1ZNyqvWFJlEDLe/aXDSitqMaVHy3SXHoKSivxzeJMbbhVBYgmYPy+nu/7X1xeheGzt5v4mD+fvwuXfWA2/T5vYL+wQjg3dl73hlswdyOY0IPWT4yAtnrPcVzzcYgiUXacUVebcGhsZcoIh3Ji3d48dB0yw3HiKR5k41OyHbBp0MMnj9NcxOVt97rmZfDXKRHtIE8zPF4Uy+ELwzULZiL74Kn2nDfncK8XaU0onLz/NRy/IifIVs30VhGnMqZvFuzksbqFlieO4Hc+Ew6dKHNMwM+CCtOFgmCDHbmFeHnyZlf8t/Q5aZ+Ifcqtn5tSFn3D+HnPc+GjyQ7DcJt7q8O48z82xpyYctP+YF/m5JViw758rn+dCFbvzunGe/brswHUPN/ocO8xxm4btZQfg8D2U05eiWdKN1bDZRRAXp68CW9Pz9DGhsyB7+M5O/DZ/F2YtFaOpswqEM8kTEqVKAeRNTKSkJnTNP7Aaj1y+sbtqg3X3AvHYWLUkj2oqApobg9e0KW120Bqe2RyOKkrBVku7Q4vBwWc2aKsmU78/OPJbU0GJ70w/JsNXZMRokXZzcbAE8SdQMbNwmmrWH8k3mA2mrVoQoHPDJoicxIOuYlhTEHrCMypVaMJYvDlQnttvQjXfbJE97doI6VBPnZge8PrhuBkGMm8BfqurF7ZoYIydH5pOv7g9DML3kGN5Ze95Ytl+Ot/V+C5XzZ49keuSRRLXrLzfbtkj+k7L54exm5z4pPoBaxWavnuo7rfqJaSct/+ZDAn8ywOlDGFrovGLtnjgNt9qwM3nsKySrwzPcOT25tX7mQ7yByYZdZopxYIuxKl1iOJa+ZvyxVqOa0wa0soU+bmA8Egba/uiwBwedfwM2dVVgV7QsQCwYPd+5ogoMurEgYZBcvj7a+y8UTxipNeGC53OPC/XbqHezKjcDIAZAUnEU5rVs/2GjoX3KSD5j3LoYKg9iDrqPVmbrzViuKFRbhYOIy+h+HA+zO3acT5hYL0xMPn7OB+T+E20YAVnAhWonpZX3eaIcvqZD9+VTaqA8TWN1bWx3Di2hw8xLBeWCHesnW5gZeDMO8g5kVLK2tZYPfVSWv3o6TSG90hu1GzZtlxq7K1zJHFqpXnqCEOoO97C0yBoyGtFR95TjIUOjjM3/rFMoxcnGniWXaC5buPhU07zHPxE2n6dPdFQHgJj5tE8H8rue5vP67FoxwrlB2e/CFdcwOhLgvxur6sVq0kl3RuLn2P3forOiCK3hp9BzIH5homC/vCsJtT4JUfcfxzXOxFdtyB13+6xBR9yqJJvVBAmCiAxriAGJ/X6WL1Z1ZQe/fxXGuhz1is7KEjkn6cXvHlwt0az6JbTRzvPq8BXJkONF6i983y6Z7aJHjISuLk+aUCch0byh4KJ5ok2ZE4gDf/PCAWdMpe06wa4cUkKZ+4RY+HRssdXkRgrQZsG16eHGKfaVhXTAlm3MjdZmWUQYmF5pZq6o4Uyvmaipon8jN3skYHAgR935uP92Zu031vd0gH5A5FTn1z7a6WcklwaWWUhVErH45DQSRTRzdwwIpk59YpAhFs105Ks4plikec9MJwJCDrC2xntss4eMLESyiCbDS5cTGLlCnDWM/3y7Ok7nOftEIv1MQqj/3t57WTus6rPxXbvVZPakyRm5NnP05o2+pzsi2+MHETCkoq5ccNV/jX12NbRJwk/wgn/hFmtgkvG7jb9+BkU7ZvAx8tUuUZYOyGiZNRZGzP2a/Ptj3AyAicVhC5XjlZo6sJwYGCMq4P6Z3/FQfp5p4ok1JYOB1mdm0XBl/p6gwWQi2pkXaHCoebRCRBWVVk4DawVnTosSzOcMv0jd7yC0QbJ60wLHI49woC4A6LReeDWaET+0292nqqix2Yxlzy2jU2W4DVSd+LoGy8NxriTDRFJtEiY7d5s+9j/b58bN4vl0zECm2biN1ljKbb//v+T9vytCBBwe/nvzUHH0lu/Lx+ot94dJlXyyDIF5i/ZZknYiFq5+SV4uYRS8NWnpdoereaYd67deKXq28DvxFuUoKPWZ6FyupA2DX+MlzOXvieRQkS7F6PbBry1VnHhUl6LpSgQQOcc7WHO4hq+qaDEclsxq7D4UgdLjv27up9muOyKYe5DFwqhsXCsMVqaQzS9N0kagic8JzKQHbMsZRrF3Vq5q1OZsad1rS+4Br936bANovyPZleDfdekNbUdVnxCNF6/LVFNkDj/bd+sQw3fr4U1bIZUQQ4s20jT/eLIBJQRLQ7PFgtxsbMYG5Sjg6bkYFz3pzDda/JlST9t6s3UpH+slkVZRDOg6sI5rXEfGP/DxdK15vEDA4RlaWT56KlZR4txhiOJcqrhYFtS3WAYBPn/ZV7jAPhYYVNogv29y4vz7C89tJh87Fs11HLa6zQoTl/nxHBzbg0jgW2jPX78j1ndJy7NdcUZ3Hj5+E7mDpBPY71zQ5ONNfGA+uzv6yXuk/UxVZT6MVJ+kyAJ0065poOtycmimcnrOc62stsnDSTkldzz7mnNdE+y2oHjEKqVbCA07HMPrvxXtkFzMt+xW52i3aEP4COxRRJHkkjeM/3ym9bdH8PPOsU7fMMiVTWXseyEXaaYfP14iu5mmFK9+e0YRxM3xRkMznBMWG3SE0xfceDnZUoWmv65HU5uixWTuBFYJc99BoPQV67hR0br0/Zyr3G7YY6fvVek4LC6zRh2/L2tAzcNGIp1hkYUMoktHY0OFAWooyaFFbUmjx4UQSlNW/g+l5ZVBqUA+wImLXlkGch67Gxa3CdDb1mpxbenlP24PX98iyUVDhTAlhRAhrB+gznFVdgkkT6Z0C8njiZQ/HubmLESSwMe1saJ63bj2cnyJ2yjNB8nzxKw03rh0zy//l1I9dEZ5yUxjG+38KH1JYWx1CY1eM40Sa6Bfukh8KUClQE2WAZEdiuYxe3CU9chDt6h/yOB40zp6E2ImL+0ZKvzOqgYxx/3y/bo2mmWjeUS6vrdqp60SC9zwQgRUMW3ry/AP+esMG164SX6eUmIU/wC/M1t54j7/ol817dPlfmkWLPa7y5LaHGjF4WNKUbeVpl3CQ+m7fTcd1WgkUPh5YhL7Kk4wA6F3UZmS/YfSb7WIkw6YrxWisUV1RbJv1xEpRsxCdzd2BTTr79hSooe48snFgfWEWJTLwIhVgzbJ5TDevyXWe8UsdGG+GLgKhhcGoyO7VJPZO/lddN8s+s43jokjTX9xt9dMqrAqhrcK43PqVxMbMSUu0WFuO9AUKQqNZo3CS8mrZkYKzhYEH4UtRGCwkJZtGWEGI+1DCfw54aWvtfrlwnr5bVAEaaW1XMlRnCx3N2cIUylpOaHdfhBn23Q6cG+0Xk+28Hbz7DcvcaLRC8RA71HfiUyizBjtwkjAUa/3TwCnl9wmvL3w2H1UiNaav326iemHGDBy/ub07Xcau6qgTCkkkYNvxu5f4UIECi5Ht2qqGXQdrgaVLXdW/TUGMmctqnTtyr2GySTsa/k/WkW+uGGgUii0s6t5CvMA5wEmuGnV3/VP/TTd+xg9KNP9pUj9GW5pSb5gGszyhnXppY7bQTx3zAvGixk3o8k24YkM9q5nRPt2pzkYALOBIY9pezcHa7xujfzRvZOm9c2i2W4T5oyCTdYGG1cFqZZI2JFMINmX75dN5OW816JN0kOr44HRkHTyA50dtS7EUYlh0+xjWO179HHQjzMhYNL+4fxvKdWFDOOc0c4yDTx/MynGeT9AqvFkYncGpxe8ngR8pi15EiXHVGK9P3dofYT+aKNetOuKStaPvcwIlr3jYmuNcR/zWcuUm49ZN3wiaxJjsPT403WzA/nL3dfHEc46QVhp1GKVM/XxFiEZFuHK87cs3+v+wGECDme9h1tNuQmfrybeo3+naxE8io4aqOEHtHWYV4YbBaByb8uTcsUcMUCQkKFEWB3WPSNomiuhVFMR9YbMoMtwtKKIW33PXxECjB24hk+8VOUxauiHjReHx6/FokyaqzBPD0Clzey6vTiWuClGbYQXtMimFO+e8b+HezBVyoDVLMgU0yfTzfRWp1CgXi2A+ruq3GeVKCgj4d9YHaTs3yLL5bluXo+t8sXBqSEhLQpL6Zfcf4PHnF8sIiVYBM2XAA87dZ05I6oSiTwUjJ4GkjnvwhHYsjFOPi1lNINN5EB0pjAhzAmVtGPOCkFYadbj7d2zTCAxd1sL1ONIia1g/vKRQwb9K8BB3sZCgsqzTtLlancN6zdG4ZCiwwaobZNcyYznTHYbmsPs5J3a2uF7/jFyZu0kzTXy7c5dr/myIpQUGC4p15IEFRTP6Bdn0iMje6bQvVPMjebaWBZanmfneY+twJ2EQNFDJZtwCgQR1r0364ZP0z2vB9O3cfKcbC7d42Q09sEi6lYd64tNp8v1+mP3zKHFacJCcxZqkz6jsIiCkl+2jBgZjHoSyzNp1qQXNoBwLgv5Ip49m5bZW1M0FR8K8BXXTftWks56sfaczNyMWv6easfcZxcfXH1sFuLCg7wz9+WodHvrfOSNfcAYe1F9zTx0yfdovBt/7B0asj4krIukk4YesRCsOC+R1F40TEcPIKw5zsWlZo16we3ri5h+11osHihi/TDsYBa7dxPPFDujDpRhYnYKCc4/929wXttc9GIYydzMa28XKZ8+B0U9fXqb85J08uTfH7M7e7SlfNIjFBQYKi2LbfzmyVoADX9miDQVd01r6zK1MUkLPchpJJhFYNU9R6JX2GLax2rIDyz5+9HTicQtYNw0gXtSbrOFo3CjFRhEMYfv6arrjhrDZS17rZFKPhJmGEsZ3NGtSxFHCNjBEvXd/dto707Dzhb0Yh/v+3d97xVVRZHP/d99I7kECAhCQEQiAIBIKh9yYBAakKUmVF177iIkWRIhF3cVXAgosLC6uoiK4LopQIiBSpSuiQhKbUQBIg9c3+MeXdmbkzb14SiCH3+/m8T/KmvJk3786dc88953foEuw2ovdisVQXWJ5JI6xcY6vSY0Ya2LQnlf4s7XelT8VMO9xmg84zHFXdPXk0mhGt3dfFNSL126PM5WWZRXTnNpCTHWvf4cHB092cgxHZDmCFRd2JeHNaTWLeuiOW9zPWGWZT3hU1K4Iqawx7uwh70GInpNSlDQG916I8cLfL2J1xTbeP/EBjNebRjHKrtFF/VjMNQhtPrsJKjLAaWyxj9iDXakneSY78lgsbUXci205cxlduGtnyNDMtr8bqmOhrfeFGPtNwvX6rdB2Uu3bVnQ6TKO1dt9aCLB2gv4+GvL8DF3MKqPVyDLWAj7dniDMsblIjwBtPdmmAJ6lBjhGxU9e5/fnlnUDHisXXJ+Oq39sIccuQL88KdvLxZbw8bDrHxIgPd+r2MSoiwbqcVr6aVSdLb4a0l/b6znvoPsP9tadi5B22E6JzxJRFZeNueFNX7TmD6ClrS5UAbSVpVkaeGdQme5c3AZTaQvprvTG6bRSm9m2MMMnp8FDLugDcm8l7pps+h4kF/Vu7Y2wbheu403Rkp0plocoaw66mRrUYeXblLEq5lKU7GaoNapa+9DBgzWjRnrf2hpONT9b3O8rwXtDhJYPf+0m1rsWsDThzVTRA80spPv/Q4p9cb0RhZgTY3fT+u0O0xgO0ZNtpEEJU5/PoP3fjOU34hau+hNXZWDF0WEkVrKQGK8jx3pbDJEzOr0+CNW/onYCVnMPC1eWV1/948gpe++YwXjPQxDXDbhMH032pQU55UrZyzHrYRSs0+2kunI24F79e1kGU1vNLd2HTUppYjElmn4NVNQktsTXLT4c3PMjpsdQVS9IsaPzKepxmaMb3aFJLNxtVFsW5u5EeIBemMpsVMMKd+kWuBm5N65ZPMSNP6jnk42nHrAFNUd3fS2m9slGcX+SwPAAIMJAz00IXdLLy28mDw7SjpQ/b+v75TmhZL+SuaFKXJ1XXGLbglaCnSo2M4elfibGKl3LdH12WNQt45c4sl9topda0R5Q7VasPJldC2p3eTHNrOqasmHVoHuUQmtKxIVsepk39Gqr3T3drIHmGy3Y8eSRPP7CsfGZBOQqcT10jZoCXRwLd3dCX1lLD3wvV/b3ciI00P0f52srT7KXxuMttsWndYLf3tQb7O/RoXAsA4GWiVrGZoYDw+jr2FDaNVkfUbiNuVVMszzYLqEOQPtl1xlImvVHzZC220keWJe7zBJVX4WW3GZ6/wyEwz7vb37foltFT9DJlqcSnPeydVLI4dcl9rV/twNxM63ZwywjDdQCw6k9t3T4+C0+D/CT5Z5Djeqeu+RVt52229Jla735bzfNIxt3By9S+jQEAyQbVca20HS+7Df7eHroE+z86VdYYtuKV9bDZ8PaIFqgZ6G0ofbRGmgYvzdQTy6OmrWhkRq6FgHh9YQyNZ1hqr9csZOwKgoA5a10buqySxPHhgS7PTSaNyshmqS7MH9JM+V8VM6zZrn5Y2UemRr/rpz+fVb1/tntDKWbYvPdx1Uzk4/123Tm4svLAKe+H0jubTpRLzPBvN24jespa9H17WzmdmZODZ68z28fVm4Ww2whW7DyDv37xi269tjCEq68pxxbK25WmgtedyBmgMfr5ZSPczJBjzQBZQWv42QhxWc2PprxlyOhLfPi3HEvt97OfzzINJnaYhIX7sAyu0ze/c0pRFTkchvKf9aeuw7Q1xtxZ/iUAACAASURBVJJlNKzPKEtTfO+HU0pIRtqxS6g/dV25JMaGMabU39p43OV+2sR07WDMbHDykYma0JBWEfD39sDH41q7PAdXfbqH3YYlo5Owe1p39X6Sb1juGzYdMVe/UB/TedDkmOpMW6Kw2KEqiHHCJIm9bf0aqB/mj/YNRKPaSPbVStOpHuAFQgiu5BVgUdpJRE9Ze8dlNMuDu24MFxQUYMKECYiKikJgYCASExPx7bfOeuqbNm1CfHw8/Pz80LVrV2RlZan2HT9+PIKCghAeHo4FCxYo61auXImAgADl5efnB0II9u7dyzyPwoICXF7zOs69Nx5Zb/RD/hn1Q/PGrtU48I8JGNUxHpc/mog333zT9HtZ7WDoqRdWtvsgN8MEtJhVQOrYMFRnMcqxQXL8lBn/tuCJdofLeWxNUjohRCuFlJmaoni7AHPP4z43BhZGWHm0ESJ2ToQAP2dm45WvD5mUszRvKHLMW9tY50ifHTOsft9i1gZET1mL9ql6z0JpHEELNhy3VP0OAF75Wq/kIHfw6RfE9qVVFzHiKqNNsLKgo6esxYBF2w0/RzYCV+05q1tnsxGVp9TVb/yLVE1KNpqMZPHMuNMJJq4GQ/Tag2evK+FMgLN9BboZw3tTE6dqs+ljV80q0mkTu9xFG+Jg1zT0T3brf3stp6/cRM8Feo8qK3zCyM7tHBemxPdq7eoreQX44Zj7Rv+YttGqgbj20J8zVBhYsDx5U1b/6pbTRUvjV9YjespajPtY7Ke1ibEbD1s36mS2Tu7KXG7k2Y2RyiU/1yNOtVy7eUGxg5kc7oppkoe0a6OaSC5jOwWAnk1qoaam4qZsM5TGkUbvYbfpnTC/38hH3PRvdU4bIz75Uxts/ksXeEj9opFEoCvP8P4ZPRHk44mtxy/j7LXbygDvZRO96T8Kd90YLi4uRmRkJLZs2YIbN25g9uzZGDZsGDIzM3HlyhU89NBDmD17Nq5du4akpCQMHz5c2XfmzJk4ceIEsrKykJaWhvnz52P9elEbd+TIkcjLy1NeixcvRv369dGyZUvnsUscePbT/UoFG++IBIT2/wvs/nqBdUBAUJ/nkJ2djfXr12PhwoX49NNPmd9pw+GLOH1Zf8O1i9VPXcxIaaL8b9WL0OGNzWg1e4NqlEvHUz18v1PhIX7GerxOhSnQR9h24opuxLd8RxZW/XwGifVY10DNK1+nWzpfmvdGtkTnuDDmg2SeNBW7YFhzPNNdP50HQFV6Uzaw6Nux699+wH92sUedVqZ6WYbN9pNXlIe6Fe9Si8gQaT9RvWH5jixMZUh9AcAqF52TbCx7ezhvTdrOuV1Ygugpa/HRNramJev7mHW2b3531O2wlh6Na6kSwdJK8bCXaR6hDhv48aQ65v7GrSKM/dg4W94Ilic2J78I0VPWYnfGNYRQHiVtFTEtk1aI68viezcre14a/tonHv+ecD/6NxeNTZYtfPpyHtan/w5A9JBN/0o0ggYs2o5Ob6YpGrtyWwvx91SMAAAYtHg71qr6C3Y7entEC3z7bEfYCMGv59XVsdo1MK5CVVYZQprjF3NxoZSJUJnUwOCnU1cQO3UdM/m237vsUtnDkiKVcCrtoCRpzka326+X3YZX+1uLeXaF/BGLRzqfg4UlDgxa/JPL0tGd48Lwv6c7uH3MxxgSn66QJdG0NJz2LXN5r4RaOP16X4xpF40GNQPQKU4sdqRNTFycdhJd/vYDTl5yb/aDzo3529DmzG0Onb+B6ClrlX5fi40ATzGKdck83lnsQ2U9Xncm90ocAh5sXgcfj23NTFw9KykpWZn1WfNkO9U5GzFg0Xa8v8Vc+q+a/92Rq7sT3HVj2N/fHzNnzkR0dDRsNhv69euHmJgY7N27F19++SUSEhIwdOhQ+Pj4YObMmTh48CCOHhWNmuXLl2PGjBmoVq0aGjdujIkTJ+Jf//oX8zjLli3D6NGjVSOZX87fwNcHLiD59U3w9PJCUOsB8IlIAIgNi0e2wtbJXZGZmgIACE4eAu/wBvDw8ECjRo0wYMAAbN++HQ8213s6Ji7fwwwNmDUgAaufaIuxVMnl5Po1EBPqj1pB3pbjy85l38bVm4UqI5dOXps9QC35Zib+PYvhAd6VcY2p91gahrZyxmE91bUBHrivNnw97UxPSy0pQaRdbChe6BmHo7P7mH72LOl7ah8SUy1OGbLQelL/vTMLIz/apcSCW4HVf7CE4rNvFrqc+mtSR5w5oI05laao9ABbtsPYS69VOzBrZ4vSTjHbLs3HY1tjbLtofPBoKxx8pRfeG9USo9tGK+sn927E3O+xDjH4x/AWAIAmtQ2SUTQ/5vcar5JVj2qrKPVgjiX4/q2kLnEu+7bbajIZV26qqiq6W60xuAw646EBXlj9hDp+MTzYGx0bhmFUsjgQZhmWPTQezxU7z6hmnjq/+QMAICla9HzNG9RMJT+2/8x1VRKmkXHmYbOhce0g5qCLJc8oYzWkYlhSBD6Z2Ea3nJ5lKa9p2EeW7EKJQ8Dne8T+0ChngKaoxKHcr+6q4bAoLHGAEKL2DJfyc+WP6HtfbXw8Vj3l70p3dunY1mhaN7jcQ3wS64Uwl7/Uh92PsKDVnTa+0BndDCp/yjNSU1a7fkZ8Mcl5j9FhkZEGUnQrdxn3wQBwel4KXjToGwFgTLtoZMzrW6rftrDEgXceTkTX+Jqw2YjOkDYrKDK5dyP0bCLOroYH+agcYdrZFRpWYQ0j5Gd5sK8n/vd0B5yc+4DlfSuKCo8ZvnjxIo4fP46EhASkp6ejeXPnKMzf3x+xsbFIT09HdnY2Lly4oFrfvHlzpKfrvZVZWVnYunUrRo8eDQC4nFuA/KISldEit53wIB+AiBqZ9SSFgMzUFEzu3QjfP99J3FYQsG3bNiQkJOCdhxMVg9mMZ7o1QIOagWgVVR0zH0zA3uk9sOPlbgCAtBe7oEfjWqae4ZHJ9XTLjDp8D7sNP/6VPc2ktUFrSCO3uYOaKsvqWdSdpEM86EznlGbODHk6bEG+ntdvFzKr48nnIld78vG0I2NeX2SmpuDILLVhHB7kg5HJUQDYGo1A6TKdaSMqv6hEKQxgZOz0a6ZXA5AfWt8/3wnd4kUFg+aR+g5/+ynrSiP0II5+aGmfS3/pGYcVE5JVbXKlxlPuTiGA++oGI/213vjqz+2VmOuwQG/MfDABvRPCEeznCU+7WrbKKFTFx9OOgYl1VWEtWrRdb3tNPXujvvnwrN54Y7BTeirA2wOhAWLcoVE+QJSL7OalY5NQN8QXC4bpPUEDF23HztPXlPd0mIEWf8rLVTPQG30SwvF4J9eSakbsmd4TraKqI+3FLogN88fYdtHo1URU6ZANSpbxL2/jCjnOsrq/F0IDXXt2tPH/ckgP3Tbrh/ljz/Qe8DZ5KBc7RCPyCRdycz2bhKNtbA1kpqbgsQ4xynJ6gF0/jP2b/6lTfeyf0RMZ8/qaHkOLbADSgz4j+jQNVyTV9mSqww9YyVNvUjkPP03phvTXeqvW//ep9gDKJoEmQw8YusbXxAePtlLemyWXiccX/8qD6X+OSUJmagoyU1MUx0RpMHreGMncsdAa6KMMCmIlSv2wFVlUeVAIGD9jaFoyZlP3SW3Nio0AiP38kybeY5mJHWMUewQAulNKObSk57nsWy4HOXYbwbsPJyKlWW2sfUbt+Xc3uVIuqvTJxDaqe8zH047M1BQcfLUXmtYNVsIv/siUr9CjmxQVFWHkyJEYM2YM4uPjkZeXh7Aw9QgvODgYubm5yMvLU95r12lZvnw5OnbsiJgYseNsPXcj2jeogRd66kdp741qif6L9Vnnf6Ya6MyZM+FwODBu3Dhl2YAWdVRT+Fq0japGgDpBwG4jpvGuXh42ZKamoLjEgZ8zs/Hwkp0YlFhXWZ8cUx0CgFV/Ej0mEdX8kJmagl5vbUEs48Gw5sl2eGTJLjSLCEbascvwsBFkzOuLmJfXWTYiaamy7VO64Xz2bcXgXfQI0HH+ZpXElzzKlI2IK3kFisECOB9m9LWS//f1smNwywis3id6aN6nOnF/bw8EeHsoNz0r+WLuoKaIDw/Ekq0ZWJ/+O94e0QILNhxHlsaIaREZooSczPxvOnonhGPxD6eUB74gAC3rheDLJ8UH1KuM+Nh8yXCOqxWIxSNbIn7GeqYn3M9gKvD+6OrYnXmNuQ4A/vyf/fj22Y7K+dCEB/ugg8Z7JXeMSVHVsCcrG6EBXpbjXG1EvL4tIkMU+UGWZ5lWFWGJ5NPeDk87MXzwHv09B5mpKbicW4DWcze6zAanHzJ0u3EIAmxEHJDUCvRB81nf645FGyYEBKdf74tDF25g89FLGJoUibohvug2RTTcH2oZgegpa5XttR5qlhLCumc6on6YPz7YclqZAdg9rQfze5eGmFB/bPpLF9Wy7FviDMRXB85jmKYgQmxNf0DyFfxjeAvkFRTjm4MXMHtgU0z/6hCuSPHZcj/kaScY0boepq05hA4NQnUhK3SPxnrY3yxwDiB7Nq6F0ABvtIlhZ7kDoiHvaSd4qXcjjGgdCX9vDwT6eMDbw459Z7IVmUVaFcZoGlarHDNnYFMMSqyrUg3KTE1B9s1CJM7eAEBUgHl380mVEZ8cUx27Mq4hopofdknhNBnz+uLU5TwE+Xri/rmbdMf28bQrxtPqfefwd2owxepbhyZFYmhSJBwOQTHSDr7SS2mzzSJEA87LQ29AaAsdvfxAPB7vHIt/78zCDMZslta26Z0Qjr8NbY4XPz/oskKj9hlGzxqUxUxvFhGiPDuXj79fCdNhGf+ZqSkoLHZg/5lsNAoPRItZG5jbethtGNc+Gl/sOadbDgBBFqXICBF/MyvecK1SEyDeQ+4alA1qBiAzNUXV38jsmtpdmUEFgF9n9sJne84hnqpmaafCJDq8kQYAzJkUmRU7szCpcywWPdJSt86dSYD3R7VCn6YVJ51Z3lSYue5wOPDoo4/Cy8sLCxcuBAAEBAQgJ0edaJOTk4PAwEAEBAQo77XrtCxfvhxjxoxR3hfnXMInT3ZFxyaROLNgiFvnuXDhQixfvhxr166Ft7fT6Hp7RKJpcoirUb2NEFOJJrlxe9htaBtbA0E+HqrRaolDYN54HjabavqRNjj9vT0grxITvsR9ix0OVDd4yNBGDf3AsduIYgjLeNpsKKKMBG2HcqtA7W2VP9roStG7a6d9XD1wRiZHoVVUdcj2u1whTgtt6KVfyFHOmR6o0NeY5WE4dN48OUy+hkaDDjNDGFCrF2g/gtXxysepE+Kr00MGzOXx6Aew/FVZMxh1QnzRQYoHNRrUyafmYbcZbiPrUSvHcmiNYeMHNj2lV+IQYLcRxNUKRLCfJ+JquVaLsdkImkWE4LkecW6X0WX9ll4eNvh42l3Gev7nsWS3jmWGrFvM8gbR5zgwsS5GtYnCqsfbIq5WIKr5eSr6p7Khb7eJBRpCA8xDuIza8e85zpjdce1FR4S2j6ApKnHA0yZKiEXV8EdogDe8PcT7nE5wNPLqPb/qIFMaMjzIB6PaRDHlM6v5e+GNwffhuR4NlWPQRg1htHlCCBrUDNQlQNEYGU9ms3+q78XYne6Tc/OLIQiCLiZbK89lBfnS9nv3Rxy/aD2Wlp4RoPsdI1kvI2wEioe5U1wYkqX9jb6Cl4cNyfVrqKoFstqnJ6OfcVfqbv7gZniEMSsr40patDy8+WafF+jjiQnU7AgASd9evd9zq/aX6nhmMzla7iVDGKggY1gQBEyYMAEXL17E6tWr4ekpxtMlJCTg4MGDynY3b97EqVOnkJCQgGrVqqF27dqq9QcPHkRCgnq6Zvv27bhw4QKGDHEavR5BNVHvhS/ww6EzqPfCF5bPc+nSpUhNTcWmTZsQEaHXJBzbPsYwI9rVPSF7dIxuVu1yUcPTuazYITCLSnjYCbMKD4E86hWU9zKL0k6ppNXeeThR+Z+OtXLV4RY5HKqYT+3mrMIQZtD7a2dZzDqd1tHO6Sv5UtgktQdAHdYhqB56zs+QvSYlDkFllLuaWmQh/2xmHvjhSZGqJBea3gnOMANtfBnLeyRTIoiepwEt6qqWszxIMrRhID+sWU3UbiNY8Viyrl2y8LQTlw8Ru3IsY8/we5rrQxsg+85kq9rEf5/SJ/7Qp2nlmdXBJPmLFRsa5CsaX668K+0ahOKrP7d3fQIWkK/BL+du6NaZ/Sr09Pk0KdlTnuq329j9knxvH7NgQNEJoFsmdwEA3YC7uERQJSrR0O2a7neM+hT6dFmJyzTDW9fDcz3ilPuC1uKVr4v8/Utr2vyceQ03bhVZTrp01R7bpW5GzMvrdGpDTnku9n6s/sFODYLmrz+mWw+wdakb1nIaw/S9tuP0VbfUKbo0YhfDcceQZCX/ibOt1qXVWAxNisTrg4wr/7nKFTCa/bMC6+tb0cq32/ROBLqCpjvQoSpygm1VoUKM4SeeeAJHjhzBN998A19fp0dm0KBBOHToEFavXo38/HzMmjULzZo1Q3y8WMN+9OjRmDNnDrKzs3H06FEsWbIEY8eOVX32smXLMHjwYKbHmH7QCoIAobgIhQVioyksLER+vrOs7cqVKzF16lRs2LAB9evXZ36PFpEh+OzxtkwvlCvdXvkmffHzg8gvKsF/D17A/XM3Ms8VkIxhgTaGHcwbxUNjnNAfYyNUJ2/Q8WSmpqiSBFftOYtRH+3CofM3UODCEDx7TT0VLz+o5eIlPRZsQcNp6zB66W6cvpynhCcY9YF056g1/Fmdv6wS8jMVtydfRxtxPtg6NQxlJrwUFjuU6yULhheVOFQPlLHt1KNyI+jrLnfQZt3yG0Oa6aqT/TKzFwDntCnrM1gPrYWbT+JybgEKix2wE4LxHWJwgkpgMCsQQ1dQlK+/eZU/83Af+XNYYRq1g32wYoLoJZUN77x8tYeTNoa1bZb2rOUXOVTHYE1hujLItXw4upXhOvoeayQZCbLn0EqhkRaMmPLyxt0YelmT1E7YA+qGblTMpO+ZqBr+GJlcTzdIKCpxGMZm0u3abMpaOU3qy47vYO0e9ZNyFQK89Z5huV9wZZ+9NVwfXx49ZS2Gvr8DzWd97/Zv4G6umnx+RgVMgn31iZv0c8MoecvHRYKp9roMWvwTzmXfwgoT+c1hSaJDSZZF0+LOd49ifIanTdS5pr9TTilKp5tBV1bVXrlx7aPLVNCENRiwGwwWab5Lv4hjF3PRoBRl3M2QE2zXH/rNkvRqZeeuG8NZWVn44IMPcODAAYSHhyu6wCtXrkRYWBhWr16NadOmoVq1ati1a5dKzuy1115DbGwsoqKi0LlzZ0yePBl9+jgTrfLz8/HZZ5+pQiRoLlLTeIXFAs4veRxt4mrj/Pnz6N27N3x9fRVd4+nTp+Pq1ato3bq1co6TJk1ifi49fSMTxOiEaORShWv2n0f8jPV45pP9ShlcAMi5rTYKbIQgv6gEBcUlKC5xoLhEYD4kxDAJB4pKHDqvJwHBZekYpxilO4348eQV9Hv3R7eySQGnR2dGP6ecXFGJgK3HL6Pb37coniYj7V16ilzrldZ2HIIgwEeaYh2e5IydlKfgokP9le9uI0TpeGkD6ejvuUpYiRwHm1dQrHpg0x05K2NXPq23NjhVI2TDyd2sYVn39Z8/ZijC9trRujfD83O7qASt527EhsMXFaF1T7sNu6eKou9px4xLbUZUcw5Or0uzF2axhR42ootj1GKkVLL1pa5KvLP8a/59w3EUlziwYmcWzl67ZRomcTnX3PvRsl4Iqvl54uSlPBz7PVflTdLGjrPw8/LAtpe6Mtc5BAElDvEVWd0P9al20buCSlBr25dRqWGZYxdzcfpyHsICvdG/eR0lHvfCjXzsO6O/14dISjHj27s2NrUeSRs1lXursBgLNhxHYbGxMezpwTaGtX2FPGilxx9W1Q/ke2cGJRmpGMNKu2N/lpxcel85VRSUj6K9bsfnWMvC/4zS06YHEqz+gb4+V28W4p1NJ3Tb0Ndz20tdsekvnVXrTzEKOHR4I81UhWf+kOamiWVWDMkRUlw86yeWHSYxLzuNwuWS6s7GI5fw8pe/MFV+rCAnTk//6lccvpCDSzn5uKUJTWIpTbkDa+bVrHKkljtR7fPZT/dj0op9+KemQImrwVJlpEwJdISQPgDeBmAH8JEgCKmu9omKijI1Cnr06KFIqWnx9vbG0qVLsXTpUuZ6Hx8fXL+u7sQPUTFWtDj4pBV7EfHEUmx4vpNq+kcmIyNDt8yI3Rn6mE9XAftPd2+AhWknDddrS8leyi3Al/vO48t9zmo/rJjjzKs3cSm3gKnP+HtOPqQaG1j+Uyb+2idetZ5WmFg+/n6MXrqbeW5RJnGANLmSl8+VWoVRuUo5eQ4AtBEhdId+Ja9A1QHSxTzGt4/GA03DUSfEFznS+dhtBNX8vHAptwCfaRIuFqWJOoof/ZihVCiitRrpTjg61F9XjUw20umOqckr3zG/nyvkh8O1m4V49tMDOnF7wFrWsww9aGMlawCiTJEWM6PqVmGJ6lqxGNM2iikFR//q9O/ZwEBbVIure0w26LQSY+5QM0ifnAkAQ9/fYbhPY0lGTs60vlvQ94ArZP1huYRvoMm1HPb+DlVc+6Qu7Jmy9g1qKJqr2lmrb365gOu3igzbnRa1Z9i5fO2v6qTlZjP1iZJWoQ1P7XnJ10fLK/2a4MOtp5Xv527U1Kg27HhUecCsNX7kRGoa1jVcMjoJbedtxvM94lBU4lCeLSwDk/5tDpy9jgMMJ8fgls7QKpa0mLvShFawEiYxqXMsdmVcQ1dGqMWO0+ZqPZ/sPqsrxFI3xBfrnuno8rjyM+y79Iv4Lp1dVMRKVVszWF+fNcOlZWRyPZ2CkBmuEidpjEQCZNWke4lSt2hCiB3AIgAPAGgC4GFCSBPzve4+wz8wfmgB5jGXpUH2rBlNBcl4e9ix8JFE3fJqfp4Y3TZKpWZhBJ2wInPJwFumjXVlFbm4SInWd4oLw7j20bptejSuhfdGsqePtaoOv0mf1ywiRNGb1fL1n9tbkl3x0FjDV/OMR/hPdXNeO0II6miSo67kFeCLSe20u1mCfrgsHZukW++OcSpjNdOZxfXbzuuwfUo33Xo6GcRKW6c733+Nux/j2kcj2UQRwIx3N4sP5JkPJuDXmb2we1p3PHy/02tPP/z8vFxfg3PZam/ukFYRzATB8sTbw64k+7gT55uZmoI903uabmMmyC9DyxneSYwK1wD6BE8jb5Uc8gLojTCzZGEWdOxlHpV4qw2jYWE19tSK102eHZEZ3yEGO6d2V/p3+lBfW2gfcway41Hl+85KiAedsJYjJT/WDvZFZmoKnu3REDVcDMLMPOcHX+2Ft4Y3x/R+5o/yF3s1gp+X3VTPFoAikdnYSGecQjsgo4tJyUSH+iPtxS66Ph0A+jWz7pnt1aQWNr7QCWuf6YBgP0+XOuD9LXh9rfRhZhjptbti7qD78Nbw5qZOJ7pIEstuoLFyX0ylivPcK5Tl17sfwElBEE4DACHkUwADAPyhgku+eKIdHnh7m+F6liyXu8wf3AwvrRbLOS8e2RIFxQ4kRbmu6NavWR3LN3DHhqGqeE4AKp1Vs+0AoEFYoDilLXkg+jFubu2yV/sn4NX+1vUkf57WA9k3C7Er4xomrdiLh5Odhs/AxLoYmFjXZG89aS92Qde//QBC9F62Pk3DgVXs/ZoZTF3um9ETjyzZiUeSo9zStHyhp7rk538eS0axQ0DtYF9MT2msG/gcn/MAvj/8O9Iv5OC9H4wr9uye1h0Tl+9VaadqqVfdD2cY1bBkOjZ0ShHWDfF1qW95fM4DiJvO9rxqR/uR1f3c+v21yJWbCCEI9PFEoI8n5j3UDDP6NcGZa7d0KgGzBySopqy1aB+OhBD8YFDGFRAHpBkGpVhZOt6uaBEZggOv9FTknczOzQov9m6ET38+iyt5BaJnL7YGmr7qnEXYMrkLMwRLy5LRSZhoUvXrmW56o/v9Ua0waYWzVD09MN8+pRuzrLdMoA/bcCBElKtjxZhPT2mMOWv1lQ5nD2yqWwZApQRBVyn8fFI7tJ67EfXD/JlVPwG1BroZhBA83yPOtBCOUbLXjH5NkFAnWBVHrdUWf7JLLBZT93/qQ8aJWbLGuhVm9GuCvu+Iz7SeDC3pkclR+OXcDWa8MAAk1GH3jx0bhiLY1xODEvXJ4loIITgsGbovfXFQN8MGAKPbRsHXy25Zc7dH41oI8vFATn4xwoN88PogdtswYlSbKAxpFQEPqQhFn39sxWnG/R9Vww8fjtY7MsxoXDsIH49tjXH/UlcTnNAhBv/8MQNzBjYtc3GSxzrWx/nrt/Hx9ky89mACOsexC4mwGJQYofxujy3bg41HnN7r2sE+eKlPPBrXDsLTn+zHBkqvmMXxuQ9g+Ac7sIsx4y0TUe3OOiEqAlL6yjZkCIA+giA8Jr1/FECyIAhPGe2TlJQk7NnjfqnGyoAgCHBY1CfkcDgcDofD4dw5CCF7BUGwNPIpS4wAy+rTWdaEkD8RQvYQQvZcvmycuFPZIYRwQ5jD4XA4HA6nklEWY/gcALrkUQQAXbS1IAgfCoKQJAhCkra6HIfD4XA4HA6HU5GUJUzCA8BxAN0BnAfwM4BHBEEwDPojhFwGYCxEyLnXCQVgnvLL4fB2wnENbyMcK/B2UrWJEgTBkhe21Al0giAUE0KeAvAdRGm1pWaGsLQPdw1XYQghe6zG73CqLrydcFzB2wjHCrydcKxSJi0QQRDWASjfsiccDofD4XA4HM5d4t4rI8LhcDgcDofD4ViEG8Ocu8mHFX0CnEoBbyccV/A2wrECbyccS5Q6gY7D4XA4HA6Hw6nscM8wh8PhcDgcDqfKwo3hKgwhJJIQkkYIOUIISSeEPCstr04I2UAIOSH9rSYtJ4SQdwghJwkhvxBCWkrLuxJCDlCvfELIQINjrieEXCeE/E+zfCUhGLxL6QAABFhJREFU5Bgh5BAhZCkhhFlLlBASQwjZJZ3bKkKIF7VuGCHksPRd/lNe16mqU0nbyVPS8QVCSCi1fIB0TgekYkAdyus6VWUqaRthbmd0bpyyc4+1k8nU8Q8RQkoIIdXL83px7iKCIPBXFX0BqA2gpfR/IETd6CYA5gOYIi2fAuAN6f++AL6FWH2wDYBdjM+sDuAaAD+DY3YH0B/A/zTL+0qfSwB8AuAJg/0/AzBC+v99eTsADQHsB1BNel+zoq/vvfKqpO0kEUA0gEwAodTyADjDw5oBOFrR1/deeFXSNsLczsq58RdvJ5pt+gPYXNHXl79K/+Ke4SqMIAi/CYKwT/o/F8ARAHUBDACwTNpsGQB5xD0AwHJBZCeAEEJIbc3HDgHwrSAItwyOuQlALmP5OulzBQC7IVY0VEEIIQC6AfiCcW4TASwSBCFb+rxLrr4/xxqVrZ1I2+0XBCGTsTxP2hcA/MEoIc9xn0raRoy2s3JunFJwj7UTmochGsqcSgo3hjkAAEJINERv2i4AtQRB+A0QOy8ANaXN6gI4S+12TlpGMwJl6BSkKahHAaxnrK4B4LogCMWM48cBiCOEbCeE7CSE9CntOXCMqSTtxNW+gwghRwGsBTC+tOfAYVPZ2ghjOyvnxikj90A7kZf7AegDYHVpz4FT8XBjmANCSADEG/k5QRByzDZlLFM8a9KI/T6IVQlLy2IAWwVB2Obm8T0ghkp0gThK/4gQElKG8+BoqETtxBRBENYIghAP0fs0uwznwNFQSduIdjvTc+OUnXukncj0B7BdEIRrZTgHTgXDjeEqjjTaXQ1gpSAIX0qLL8pTUdJfOeTgHIBIavcIABeo98MArBEEoUjaN5lKMHjQwrm8CiAMwAvUsu+k/T+CWGM+hBAiV06kj38OwNeCIBQJgpAB4BhE45hTDlSydmIJQRC2AoglVIIdp/RUxjbC2s7CuXHKwD3UTmTK5Jnm/EEQ/gCBy/xVMS+Io+7lAP6hWf4m1MkM86X/U6BOZtit2W8ngK4WjtsF+mSGxwD8BMDXxb6fQ51A96T0fx8Ay6T/QyFOrdWo6Gt8L7wqYzuhts+EOoGuAZwJdC0BnJff81fVaiNG27k6N/7i7YRaFwwxec+/oq8tf5XtVeEnwF8V+OMDHSBOOf0C4ID06gsxNncTgBPS3+rS9gTAIgCnAPwKIIn6rGjJsLC5OOY2AJcB3IY46u8tLS+WPlc+j1cM9q8PMYnhJETD2Js6twUADkvnNqKir++98qqk7eQZab9iiJ6kj6TlfwWQLu27A0CHir6+98KrkrYR5nZm58ZfvJ3Q2wEYC+DTir6u/FX2F69Ax+FwOBwOh8OpsvCYYQ6Hw+FwOBxOlYUbwxwOh8PhcDicKgs3hjkcDofD4XA4VRZuDHM4HA6Hw+FwqizcGOZwOBwOh8PhVFm4MczhcDgcDofDqbJwY5jD4XA4HA6HU2XhxjCHw+FwOBwOp8ryf/Zdad8lzO6JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x1440 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# monthly line plots\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot\n",
    "# load the new file\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "# plot active power for each year\n",
    "months = [x for x in range(1, 13)]\n",
    "pyplot.figure(figsize=(12, 20))\n",
    "for i in range(len(months)):\n",
    "\t# prepare subplot\n",
    "\tax = pyplot.subplot(len(months), 1, i+1)\n",
    "\t# determine the month to plot\n",
    "\tmonth = '2007-' + str(months[i])\n",
    "\t# get all observations for the month\n",
    "\tresult = dataset[month]\n",
    "\t# plot the active power for the month\n",
    "\tpyplot.plot(result['Global_active_power'])\n",
    "\t# add a title to the subplot\n",
    "\tpyplot.title(month, y=0, loc='left')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以看到有几天的时间消耗很少，例如八月和四月。这些可能代表休假期间的房屋空置和功耗最小。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后，我们可以再放大一个级别，并仔细查看每天的功耗。\n",
    "\n",
    "我们希望每天都有某种消费模式，一周之内的日子可能会有差异。\n",
    "\n",
    "下面列出了完整的示例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 19 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# daily line plots\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot\n",
    "# load the new file\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "# plot active power for each year\n",
    "days = [x for x in range(1, 20)]\n",
    "pyplot.figure(figsize=(15, 15))\n",
    "for i in range(len(days)):\n",
    "\t# prepare subplot\n",
    "\tax = pyplot.subplot(len(days), 1, i+1)\n",
    "\t# determine the day to plot\n",
    "\tday = '2007-01-' + str(days[i])\n",
    "\t# get all observations for the day\n",
    "\tresult = dataset[day]\n",
    "\t# plot the active power for the day\n",
    "\tpyplot.plot(result['Global_active_power'])\n",
    "\t# add a title to the subplot\n",
    "\tpyplot.title(day, y=0, loc='left')\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每天都有共同点；例如，许多天的消费从凌晨6点至7点开始。\n",
    "\n",
    "某些日子会显示一天中的消费量下降，如果大多数人不在家里，这可能是有道理的。\n",
    "\n",
    "我们确实看到某些日子的过夜消费量强劲，以至于北半球1月可能与所使用的供暖系统相匹配。\n",
    "\n",
    "如预期的那样，一年中的时间，特别是季节和它带来的天气，将成为建模此数据的重要因素。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 时间序列数据分布\n",
    "要考虑的另一个重要领域是变量的分布。\n",
    "\n",
    "例如，知道观测值的分布是高斯分布还是其他分布可能会很有趣。\n",
    "\n",
    "我们可以通过检查直方图来调查数据的分布。\n",
    "\n",
    "我们可以通过为时间序列中的每个变量创建直方图来开始。\n",
    "\n",
    "下面列出了完整的示例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram plots\n",
    "from pandas import read_csv\n",
    "from matplotlib import pyplot\n",
    "# load the new file\n",
    "dataset = read_csv('household_power_consumption.csv', header=0, infer_datetime_format=True, parse_dates=['datetime'], index_col=['datetime'])\n",
    "# histogram plot for each variable\n",
    "pyplot.figure(figsize=(15, 15))\n",
    "for i in range(len(dataset.columns)):\n",
    "\tpyplot.subplot(len(dataset.columns), 1, i+1)\n",
    "\tname = dataset.columns[i]\n",
    "\tdataset[name].hist(bins=100)\n",
    "\tpyplot.title(name, y=0)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以看到，有功和无功功率，强度以及次计量功率都向较小的瓦特小时或千瓦值倾斜分布。\n",
    "\n",
    "我们还可以看到，电压数据的分布是高斯分布的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using only python package\n",
    "import csv\n",
    "with open('../input/household_power_consumption.txt', 'rb') as csvfile:\n",
    "    reader = csv.reader(csvfile, delimiter=';')\n",
    "    for row in reader:\n",
    "        print (row)\n",
    "csvfile.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
